{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c259e217-25ca-456d-8d4b-a684a52100b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "03de8ba3-01e2-47b5-bbc5-099ebedad6e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ADMIN\\AppData\\Local\\Temp\\ipykernel_13568\\2548587795.py:1: DtypeWarning: Columns (108) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv(\"./fifa_players.csv\")\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"./fifa_players.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "18384d4b-9017-452c-81ab-f9aafc3b23fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player_id</th>\n",
       "      <th>player_url</th>\n",
       "      <th>fifa_version</th>\n",
       "      <th>fifa_update</th>\n",
       "      <th>fifa_update_date</th>\n",
       "      <th>short_name</th>\n",
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       "      <th>...</th>\n",
       "      <th>cdm</th>\n",
       "      <th>rdm</th>\n",
       "      <th>rwb</th>\n",
       "      <th>lb</th>\n",
       "      <th>lcb</th>\n",
       "      <th>cb</th>\n",
       "      <th>rcb</th>\n",
       "      <th>rb</th>\n",
       "      <th>gk</th>\n",
       "      <th>player_face_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158023</td>\n",
       "      <td>/player/158023/lionel-messi/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Andrés Messi Cuccittini</td>\n",
       "      <td>CF</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>...</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>15+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20801</td>\n",
       "      <td>/player/20801/c-ronaldo-dos-santos-aveiro/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>Cristiano Ronaldo dos Santos Aveiro</td>\n",
       "      <td>LW, LM</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>...</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>16+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/020/801/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9014</td>\n",
       "      <td>/player/9014/arjen-robben/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>A. Robben</td>\n",
       "      <td>Arjen Robben</td>\n",
       "      <td>RM, LM, RW</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>14+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/009/014/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>41236</td>\n",
       "      <td>/player/41236/zlatan-ibrahimovic/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Z. Ibrahimović</td>\n",
       "      <td>Zlatan Ibrahimović</td>\n",
       "      <td>ST</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>17+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/041/236/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>167495</td>\n",
       "      <td>/player/167495/manuel-neuer/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>Manuel Peter Neuer</td>\n",
       "      <td>GK</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>40+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
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       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/167/495/15_120.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 110 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   player_id                                        player_url  fifa_version  \\\n",
       "0     158023                /player/158023/lionel-messi/150002            15   \n",
       "1      20801  /player/20801/c-ronaldo-dos-santos-aveiro/150002            15   \n",
       "2       9014                  /player/9014/arjen-robben/150002            15   \n",
       "3      41236           /player/41236/zlatan-ibrahimovic/150002            15   \n",
       "4     167495                /player/167495/manuel-neuer/150002            15   \n",
       "\n",
       "   fifa_update fifa_update_date         short_name  \\\n",
       "0            2       2014-09-18           L. Messi   \n",
       "1            2       2014-09-18  Cristiano Ronaldo   \n",
       "2            2       2014-09-18          A. Robben   \n",
       "3            2       2014-09-18     Z. Ibrahimović   \n",
       "4            2       2014-09-18           M. Neuer   \n",
       "\n",
       "                             long_name player_positions  overall  potential  \\\n",
       "0       Lionel Andrés Messi Cuccittini               CF       93         95   \n",
       "1  Cristiano Ronaldo dos Santos Aveiro           LW, LM       92         92   \n",
       "2                         Arjen Robben       RM, LM, RW       90         90   \n",
       "3                   Zlatan Ibrahimović               ST       90         90   \n",
       "4                   Manuel Peter Neuer               GK       90         90   \n",
       "\n",
       "   ...   cdm   rdm   rwb    lb   lcb    cb   rcb    rb    gk  \\\n",
       "0  ...  62+3  62+3  62+3  54+3  45+3  45+3  45+3  54+3  15+3   \n",
       "1  ...  63+3  63+3  63+3  57+3  52+3  52+3  52+3  57+3  16+3   \n",
       "2  ...  64+3  64+3  64+3  55+3  46+3  46+3  46+3  55+3  14+3   \n",
       "3  ...  65+3  65+3  61+3  56+3  55+3  55+3  55+3  56+3  17+3   \n",
       "4  ...  40+3  40+3  36+3  36+3  38+3  38+3  38+3  36+3  87+3   \n",
       "\n",
       "                                     player_face_url  \n",
       "0  https://cdn.sofifa.net/players/158/023/15_120.png  \n",
       "1  https://cdn.sofifa.net/players/020/801/15_120.png  \n",
       "2  https://cdn.sofifa.net/players/009/014/15_120.png  \n",
       "3  https://cdn.sofifa.net/players/041/236/15_120.png  \n",
       "4  https://cdn.sofifa.net/players/167/495/15_120.png  \n",
       "\n",
       "[5 rows x 110 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e49cd37e-2150-400a-81a1-26654800500a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ADMIN\\AppData\\Local\\Temp\\ipykernel_13568\\2694478664.py:1: DtypeWarning: Columns (0,2,3,8,9,10,11,12,14,15,16,18,19,22,25,26,28,30,32,33,34,38,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,108) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  pd.read_csv(\"./fifa_players.csv\", header=None)\n"
     ]
    },
    {
     "data": {
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       "      <td>158023</td>\n",
       "      <td>/player/158023/lionel-messi/150002</td>\n",
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       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Andrés Messi Cuccittini</td>\n",
       "      <td>CF</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
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       "      <td>https://cdn.sofifa.net/players/158/023/15_120.png</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20801</td>\n",
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       "      <td>Cristiano Ronaldo</td>\n",
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       "      <td>LW, LM</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>...</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
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       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>16+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/020/801/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9014</td>\n",
       "      <td>/player/9014/arjen-robben/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>A. Robben</td>\n",
       "      <td>Arjen Robben</td>\n",
       "      <td>RM, LM, RW</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>64+3</td>\n",
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       "      <td>46+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>14+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/009/014/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>41236</td>\n",
       "      <td>/player/41236/zlatan-ibrahimovic/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Z. Ibrahimović</td>\n",
       "      <td>Zlatan Ibrahimović</td>\n",
       "      <td>ST</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
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       "      <td>56+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>56+3</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>161579</th>\n",
       "      <td>269011</td>\n",
       "      <td>/player/269011/ziye-zhao/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Zhao Ziye</td>\n",
       "      <td>赵梓业</td>\n",
       "      <td>RW</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>...</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>37+2</td>\n",
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       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/011/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161580</th>\n",
       "      <td>269019</td>\n",
       "      <td>/player/269019/junjie-wu/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Wu Junjie</td>\n",
       "      <td>吴俊杰</td>\n",
       "      <td>LB</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>...</td>\n",
       "      <td>41+2</td>\n",
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       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/019/23_120.png</td>\n",
       "    </tr>\n",
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       "      <th>161581</th>\n",
       "      <td>271093</td>\n",
       "      <td>/player/271093/kailin-barlow/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>K. Barlow</td>\n",
       "      <td>Kailin Barlow</td>\n",
       "      <td>CDM</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>...</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/093/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161582</th>\n",
       "      <td>271555</td>\n",
       "      <td>/player/271555/gideon-tetteh/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>G. Tetteh</td>\n",
       "      <td>Gideon Tetteh</td>\n",
       "      <td>RW, LW</td>\n",
       "      <td>46</td>\n",
       "      <td>70</td>\n",
       "      <td>...</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/555/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161583</th>\n",
       "      <td>271608</td>\n",
       "      <td>/player/271608/aqeel-al-dhafeeri/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>A. Al Dhafeeri</td>\n",
       "      <td>Aqeel Al Dhafeeri</td>\n",
       "      <td>CB</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>...</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>13+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/608/23_120.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>161584 rows × 110 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              0                                                 1    \\\n",
       "0       player_id                                        player_url   \n",
       "1          158023                /player/158023/lionel-messi/150002   \n",
       "2           20801  /player/20801/c-ronaldo-dos-santos-aveiro/150002   \n",
       "3            9014                  /player/9014/arjen-robben/150002   \n",
       "4           41236           /player/41236/zlatan-ibrahimovic/150002   \n",
       "...           ...                                               ...   \n",
       "161579     269011                   /player/269011/ziye-zhao/230002   \n",
       "161580     269019                   /player/269019/junjie-wu/230002   \n",
       "161581     271093               /player/271093/kailin-barlow/230002   \n",
       "161582     271555               /player/271555/gideon-tetteh/230002   \n",
       "161583     271608           /player/271608/aqeel-al-dhafeeri/230002   \n",
       "\n",
       "                 2            3                 4                  5    \\\n",
       "0       fifa_version  fifa_update  fifa_update_date         short_name   \n",
       "1                 15            2        2014-09-18           L. Messi   \n",
       "2                 15            2        2014-09-18  Cristiano Ronaldo   \n",
       "3                 15            2        2014-09-18          A. Robben   \n",
       "4                 15            2        2014-09-18     Z. Ibrahimović   \n",
       "...              ...          ...               ...                ...   \n",
       "161579            23            2        2022-09-26          Zhao Ziye   \n",
       "161580            23            2        2022-09-26          Wu Junjie   \n",
       "161581            23            2        2022-09-26          K. Barlow   \n",
       "161582            23            2        2022-09-26          G. Tetteh   \n",
       "161583            23            2        2022-09-26     A. Al Dhafeeri   \n",
       "\n",
       "                                        6                 7        8    \\\n",
       "0                                 long_name  player_positions  overall   \n",
       "1            Lionel Andrés Messi Cuccittini                CF       93   \n",
       "2       Cristiano Ronaldo dos Santos Aveiro            LW, LM       92   \n",
       "3                              Arjen Robben        RM, LM, RW       90   \n",
       "4                        Zlatan Ibrahimović                ST       90   \n",
       "...                                     ...               ...      ...   \n",
       "161579                                  赵梓业                RW       46   \n",
       "161580                                  吴俊杰                LB       46   \n",
       "161581                        Kailin Barlow               CDM       46   \n",
       "161582                        Gideon Tetteh            RW, LW       46   \n",
       "161583                    Aqeel Al Dhafeeri                CB       46   \n",
       "\n",
       "              9    ...   100   101   102   103   104   105   106   107   108  \\\n",
       "0       potential  ...   cdm   rdm   rwb    lb   lcb    cb   rcb    rb    gk   \n",
       "1              95  ...  62+3  62+3  62+3  54+3  45+3  45+3  45+3  54+3  15+3   \n",
       "2              92  ...  63+3  63+3  63+3  57+3  52+3  52+3  52+3  57+3  16+3   \n",
       "3              90  ...  64+3  64+3  64+3  55+3  46+3  46+3  46+3  55+3  14+3   \n",
       "4              90  ...  65+3  65+3  61+3  56+3  55+3  55+3  55+3  56+3  17+3   \n",
       "...           ...  ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "161579         61  ...  32+2  32+2  37+2  36+2  31+2  31+2  31+2  36+2  14+2   \n",
       "161580         58  ...  41+2  41+2  43+2  44+2  48+2  48+2  48+2  44+2  15+2   \n",
       "161581         58  ...  45+2  45+2  47+2  47+2  46+2  46+2  46+2  47+2  14+2   \n",
       "161582         70  ...  30+2  30+2  34+2  32+2  28+2  28+2  28+2  32+2  15+2   \n",
       "161583         63  ...  40+2  40+2  39+2  41+2  46+2  46+2  46+2  41+2  13+2   \n",
       "\n",
       "                                                      109  \n",
       "0                                         player_face_url  \n",
       "1       https://cdn.sofifa.net/players/158/023/15_120.png  \n",
       "2       https://cdn.sofifa.net/players/020/801/15_120.png  \n",
       "3       https://cdn.sofifa.net/players/009/014/15_120.png  \n",
       "4       https://cdn.sofifa.net/players/041/236/15_120.png  \n",
       "...                                                   ...  \n",
       "161579  https://cdn.sofifa.net/players/269/011/23_120.png  \n",
       "161580  https://cdn.sofifa.net/players/269/019/23_120.png  \n",
       "161581  https://cdn.sofifa.net/players/271/093/23_120.png  \n",
       "161582  https://cdn.sofifa.net/players/271/555/23_120.png  \n",
       "161583  https://cdn.sofifa.net/players/271/608/23_120.png  \n",
       "\n",
       "[161584 rows x 110 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv(\"./fifa_players.csv\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f6ff431f-da42-44df-baba-0f61e11719d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ADMIN\\AppData\\Local\\Temp\\ipykernel_13568\\812112817.py:1: DtypeWarning: Columns (108) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  pd.read_csv(\"./fifa_players.csv\", index_col=\"player_id\")\n"
     ]
    },
    {
     "data": {
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       "      <th>defending_standing_tackle</th>\n",
       "      <th>defending_sliding_tackle</th>\n",
       "      <th>goalkeeping_diving</th>\n",
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       "      <th>goalkeeping_kicking</th>\n",
       "      <th>goalkeeping_positioning</th>\n",
       "      <th>goalkeeping_reflexes</th>\n",
       "      <th>goalkeeping_speed</th>\n",
       "      <th>ls</th>\n",
       "      <th>st</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>158023</th>\n",
       "      <td>/player/158023/lionel-messi/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Andrés Messi Cuccittini</td>\n",
       "      <td>CF</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>100500000.0</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1987-06-24</td>\n",
       "      <td>169</td>\n",
       "      <td>67</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>52</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Low</td>\n",
       "      <td>Normal (170-)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #FK Specialist, #Acroba...</td>\n",
       "      <td>Finesse Shot, Speed Dribbler (AI), One Club Pl...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>84</td>\n",
       "      <td>94</td>\n",
       "      <td>71</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>88</td>\n",
       "      <td>48</td>\n",
       "      <td>22</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>15+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20801</th>\n",
       "      <td>/player/20801/c-ronaldo-dos-santos-aveiro/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>Cristiano Ronaldo dos Santos Aveiro</td>\n",
       "      <td>LW, LM</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>79000000.0</td>\n",
       "      <td>375000.0</td>\n",
       "      <td>29</td>\n",
       "      <td>1985-02-05</td>\n",
       "      <td>185</td>\n",
       "      <td>80</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>38</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>1354.0</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acr...</td>\n",
       "      <td>Power Free-Kick, Flair, Long Shot Taker (AI), ...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>83</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>79</td>\n",
       "      <td>72</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>63</td>\n",
       "      <td>24</td>\n",
       "      <td>91</td>\n",
       "      <td>81</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>31</td>\n",
       "      <td>23</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>16+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/020/801/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9014</th>\n",
       "      <td>/player/9014/arjen-robben/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>A. Robben</td>\n",
       "      <td>Arjen Robben</td>\n",
       "      <td>RM, LM, RW</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>54500000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1984-01-23</td>\n",
       "      <td>180</td>\n",
       "      <td>80</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Bundesliga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>SUB</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-08-28</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>34</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>105035.0</td>\n",
       "      <td>RS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acr...</td>\n",
       "      <td>Diver, Injury Prone, Avoids Using Weaker Foot,...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>93</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>76</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "      <td>78</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>89</td>\n",
       "      <td>84</td>\n",
       "      <td>80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>14+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/009/014/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41236</th>\n",
       "      <td>/player/41236/zlatan-ibrahimovic/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Z. Ibrahimović</td>\n",
       "      <td>Zlatan Ibrahimović</td>\n",
       "      <td>ST</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>52500000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>32</td>\n",
       "      <td>1981-10-03</td>\n",
       "      <td>195</td>\n",
       "      <td>95</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Ligue 1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>ST</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-07-01</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>46</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1363.0</td>\n",
       "      <td>ST</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Low</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Poacher, #Aerial Threat, #Distance Shooter, #...</td>\n",
       "      <td>Power Free-Kick, Leadership, Flair, Long Shot ...</td>\n",
       "      <td>76.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>76</td>\n",
       "      <td>91</td>\n",
       "      <td>76</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>88</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>76</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "      <td>85</td>\n",
       "      <td>41</td>\n",
       "      <td>93</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>84</td>\n",
       "      <td>20</td>\n",
       "      <td>86</td>\n",
       "      <td>83</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>27</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>83+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>83+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>17+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/041/236/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167495</th>\n",
       "      <td>/player/167495/manuel-neuer/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>Manuel Peter Neuer</td>\n",
       "      <td>GK</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>63500000.0</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>28</td>\n",
       "      <td>1986-03-27</td>\n",
       "      <td>193</td>\n",
       "      <td>92</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Bundesliga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>21</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1337.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GK Up for Corners, GK Long Throw, 1-on-1 Rush</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>42</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>31</td>\n",
       "      <td>58</td>\n",
       "      <td>61</td>\n",
       "      <td>43</td>\n",
       "      <td>89</td>\n",
       "      <td>35</td>\n",
       "      <td>42</td>\n",
       "      <td>78</td>\n",
       "      <td>44</td>\n",
       "      <td>83</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>87</td>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>60.0</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/167/495/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269011</th>\n",
       "      <td>/player/269011/ziye-zhao/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Zhao Ziye</td>\n",
       "      <td>赵梓业</td>\n",
       "      <td>RW</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>18</td>\n",
       "      <td>2003-10-01</td>\n",
       "      <td>180</td>\n",
       "      <td>73</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112978.0</td>\n",
       "      <td>Hebei CFFC</td>\n",
       "      <td>RES</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2024.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>239000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>33</td>\n",
       "      <td>45</td>\n",
       "      <td>67</td>\n",
       "      <td>60</td>\n",
       "      <td>54</td>\n",
       "      <td>39</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>52</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>40</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23</td>\n",
       "      <td>21</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/011/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269019</th>\n",
       "      <td>/player/269019/junjie-wu/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Wu Junjie</td>\n",
       "      <td>吴俊杰</td>\n",
       "      <td>LB</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-02</td>\n",
       "      <td>188</td>\n",
       "      <td>83</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112429.0</td>\n",
       "      <td>Guangzhou R&amp;F</td>\n",
       "      <td>RES</td>\n",
       "      <td>41.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>42</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>48</td>\n",
       "      <td>33</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>25</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>45</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/019/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271093</th>\n",
       "      <td>/player/271093/kailin-barlow/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>K. Barlow</td>\n",
       "      <td>Kailin Barlow</td>\n",
       "      <td>CDM</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-28</td>\n",
       "      <td>181</td>\n",
       "      <td>73</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>Sligo Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-11-02</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>High/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>37</td>\n",
       "      <td>30</td>\n",
       "      <td>47</td>\n",
       "      <td>51</td>\n",
       "      <td>37</td>\n",
       "      <td>49</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>35</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>32</td>\n",
       "      <td>51</td>\n",
       "      <td>43</td>\n",
       "      <td>53</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/093/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271555</th>\n",
       "      <td>/player/271555/gideon-tetteh/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>G. Tetteh</td>\n",
       "      <td>Gideon Tetteh</td>\n",
       "      <td>RW, LW</td>\n",
       "      <td>46</td>\n",
       "      <td>70</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2005-05-20</td>\n",
       "      <td>175</td>\n",
       "      <td>68</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-06-24</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>383000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>43</td>\n",
       "      <td>59</td>\n",
       "      <td>52</td>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>59</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>63</td>\n",
       "      <td>43.0</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/555/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271608</th>\n",
       "      <td>/player/271608/aqeel-al-dhafeeri/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>A. Al Dhafeeri</td>\n",
       "      <td>Aqeel Al Dhafeeri</td>\n",
       "      <td>CB</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2004-07-09</td>\n",
       "      <td>180</td>\n",
       "      <td>70</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Pro League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112990.0</td>\n",
       "      <td>Al Batin</td>\n",
       "      <td>RES</td>\n",
       "      <td>42.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-08-26</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>183</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>33</td>\n",
       "      <td>59</td>\n",
       "      <td>40</td>\n",
       "      <td>63</td>\n",
       "      <td>20</td>\n",
       "      <td>62</td>\n",
       "      <td>41</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>31</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>13+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/608/23_120.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>161583 rows × 109 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 player_url  fifa_version  \\\n",
       "player_id                                                                   \n",
       "158023                   /player/158023/lionel-messi/150002            15   \n",
       "20801      /player/20801/c-ronaldo-dos-santos-aveiro/150002            15   \n",
       "9014                       /player/9014/arjen-robben/150002            15   \n",
       "41236               /player/41236/zlatan-ibrahimovic/150002            15   \n",
       "167495                   /player/167495/manuel-neuer/150002            15   \n",
       "...                                                     ...           ...   \n",
       "269011                      /player/269011/ziye-zhao/230002            23   \n",
       "269019                      /player/269019/junjie-wu/230002            23   \n",
       "271093                  /player/271093/kailin-barlow/230002            23   \n",
       "271555                  /player/271555/gideon-tetteh/230002            23   \n",
       "271608              /player/271608/aqeel-al-dhafeeri/230002            23   \n",
       "\n",
       "           fifa_update fifa_update_date         short_name  \\\n",
       "player_id                                                    \n",
       "158023               2       2014-09-18           L. Messi   \n",
       "20801                2       2014-09-18  Cristiano Ronaldo   \n",
       "9014                 2       2014-09-18          A. Robben   \n",
       "41236                2       2014-09-18     Z. Ibrahimović   \n",
       "167495               2       2014-09-18           M. Neuer   \n",
       "...                ...              ...                ...   \n",
       "269011               2       2022-09-26          Zhao Ziye   \n",
       "269019               2       2022-09-26          Wu Junjie   \n",
       "271093               2       2022-09-26          K. Barlow   \n",
       "271555               2       2022-09-26          G. Tetteh   \n",
       "271608               2       2022-09-26     A. Al Dhafeeri   \n",
       "\n",
       "                                     long_name player_positions  overall  \\\n",
       "player_id                                                                  \n",
       "158023          Lionel Andrés Messi Cuccittini               CF       93   \n",
       "20801      Cristiano Ronaldo dos Santos Aveiro           LW, LM       92   \n",
       "9014                              Arjen Robben       RM, LM, RW       90   \n",
       "41236                       Zlatan Ibrahimović               ST       90   \n",
       "167495                      Manuel Peter Neuer               GK       90   \n",
       "...                                        ...              ...      ...   \n",
       "269011                                     赵梓业               RW       46   \n",
       "269019                                     吴俊杰               LB       46   \n",
       "271093                           Kailin Barlow              CDM       46   \n",
       "271555                           Gideon Tetteh           RW, LW       46   \n",
       "271608                       Aqeel Al Dhafeeri               CB       46   \n",
       "\n",
       "           potential    value_eur  wage_eur  age         dob  height_cm  \\\n",
       "player_id                                                                 \n",
       "158023            95  100500000.0  550000.0   27  1987-06-24        169   \n",
       "20801             92   79000000.0  375000.0   29  1985-02-05        185   \n",
       "9014              90   54500000.0  275000.0   30  1984-01-23        180   \n",
       "41236             90   52500000.0  275000.0   32  1981-10-03        195   \n",
       "167495            90   63500000.0  300000.0   28  1986-03-27        193   \n",
       "...              ...          ...       ...  ...         ...        ...   \n",
       "269011            61     110000.0     700.0   18  2003-10-01        180   \n",
       "269019            58     110000.0     750.0   19  2003-06-02        188   \n",
       "271093            58     110000.0     500.0   19  2003-06-28        181   \n",
       "271555            70     150000.0     500.0   17  2005-05-20        175   \n",
       "271608            63     110000.0     500.0   17  2004-07-09        180   \n",
       "\n",
       "           weight_kg  league_id       league_name  league_level  club_team_id  \\\n",
       "player_id                                                                       \n",
       "158023            67       53.0           La Liga           1.0         241.0   \n",
       "20801             80       53.0           La Liga           1.0         243.0   \n",
       "9014              80       19.0        Bundesliga           1.0          21.0   \n",
       "41236             95       16.0           Ligue 1           1.0          73.0   \n",
       "167495            92       19.0        Bundesliga           1.0          21.0   \n",
       "...              ...        ...               ...           ...           ...   \n",
       "269011            73     2012.0      Super League           1.0      112978.0   \n",
       "269019            83     2012.0      Super League           1.0      112429.0   \n",
       "271093            73       65.0  Premier Division           1.0         563.0   \n",
       "271555            68       65.0  Premier Division           1.0         306.0   \n",
       "271608            70      350.0        Pro League           1.0      112990.0   \n",
       "\n",
       "                     club_name club_position  club_jersey_number  \\\n",
       "player_id                                                          \n",
       "158023            FC Barcelona            CF                10.0   \n",
       "20801           Real Madrid CF            LW                 7.0   \n",
       "9014         FC Bayern München           SUB                10.0   \n",
       "41236      Paris Saint-Germain            ST                10.0   \n",
       "167495       FC Bayern München            GK                 1.0   \n",
       "...                        ...           ...                 ...   \n",
       "269011              Hebei CFFC           RES                45.0   \n",
       "269019           Guangzhou R&F           RES                41.0   \n",
       "271093            Sligo Rovers           RES                34.0   \n",
       "271555         Shamrock Rovers           RES                28.0   \n",
       "271608                Al Batin           RES                42.0   \n",
       "\n",
       "          club_loaned_from club_joined_date  club_contract_valid_until_year  \\\n",
       "player_id                                                                     \n",
       "158023                 NaN       2004-07-01                          2018.0   \n",
       "20801                  NaN       2009-07-01                          2018.0   \n",
       "9014                   NaN       2009-08-28                          2017.0   \n",
       "41236                  NaN       2012-07-01                          2016.0   \n",
       "167495                 NaN       2011-07-01                          2019.0   \n",
       "...                    ...              ...                             ...   \n",
       "269011                 NaN       2022-05-01                          2024.0   \n",
       "269019                 NaN       2022-05-01                          2027.0   \n",
       "271093                 NaN       2021-11-02                          2023.0   \n",
       "271555                 NaN       2022-06-24                          2027.0   \n",
       "271608                 NaN       2022-08-26                          2027.0   \n",
       "\n",
       "           nationality_id     nationality_name  nation_team_id  \\\n",
       "player_id                                                        \n",
       "158023                 52            Argentina          1369.0   \n",
       "20801                  38             Portugal          1354.0   \n",
       "9014                   34          Netherlands        105035.0   \n",
       "41236                  46               Sweden          1363.0   \n",
       "167495                 21              Germany          1337.0   \n",
       "...                   ...                  ...             ...   \n",
       "269011                155             China PR             NaN   \n",
       "269019                155             China PR             NaN   \n",
       "271093                 25  Republic of Ireland             NaN   \n",
       "271555                 25  Republic of Ireland             NaN   \n",
       "271608                183         Saudi Arabia             NaN   \n",
       "\n",
       "          nation_position  nation_jersey_number preferred_foot  weak_foot  \\\n",
       "player_id                                                                   \n",
       "158023                 CF                  10.0           Left          3   \n",
       "20801                  LW                   7.0          Right          4   \n",
       "9014                   RS                  11.0           Left          2   \n",
       "41236                  ST                  10.0          Right          4   \n",
       "167495                 GK                   1.0          Right          4   \n",
       "...                   ...                   ...            ...        ...   \n",
       "269011                NaN                   NaN          Right          3   \n",
       "269019                NaN                   NaN           Left          3   \n",
       "271093                NaN                   NaN          Right          2   \n",
       "271555                NaN                   NaN          Right          3   \n",
       "271608                NaN                   NaN          Right          3   \n",
       "\n",
       "           skill_moves  international_reputation      work_rate  \\\n",
       "player_id                                                         \n",
       "158023               4                         5     Medium/Low   \n",
       "20801                5                         5       High/Low   \n",
       "9014                 4                         5       High/Low   \n",
       "41236                4                         5     Medium/Low   \n",
       "167495               1                         5  Medium/Medium   \n",
       "...                ...                       ...            ...   \n",
       "269011               2                         1  Medium/Medium   \n",
       "269019               2                         1  Medium/Medium   \n",
       "271093               2                         1    High/Medium   \n",
       "271555               2                         1  Medium/Medium   \n",
       "271608               2                         1  Medium/Medium   \n",
       "\n",
       "                  body_type real_face  release_clause_eur  \\\n",
       "player_id                                                   \n",
       "158023        Normal (170-)       Yes                 NaN   \n",
       "20801         Normal (185+)       Yes                 NaN   \n",
       "9014       Normal (170-185)       Yes                 NaN   \n",
       "41236         Normal (185+)       Yes                 NaN   \n",
       "167495        Normal (185+)       Yes                 NaN   \n",
       "...                     ...       ...                 ...   \n",
       "269011       Lean (170-185)        No            239000.0   \n",
       "269019        Normal (185+)        No            193000.0   \n",
       "271093     Normal (170-185)        No            193000.0   \n",
       "271555     Normal (170-185)        No            383000.0   \n",
       "271608       Lean (170-185)        No            250000.0   \n",
       "\n",
       "                                                 player_tags  \\\n",
       "player_id                                                      \n",
       "158023     #Speedster, #Dribbler, #FK Specialist, #Acroba...   \n",
       "20801      #Speedster, #Dribbler, #Distance Shooter, #Acr...   \n",
       "9014       #Speedster, #Dribbler, #Distance Shooter, #Acr...   \n",
       "41236      #Poacher, #Aerial Threat, #Distance Shooter, #...   \n",
       "167495                                                   NaN   \n",
       "...                                                      ...   \n",
       "269011                                                   NaN   \n",
       "269019                                                   NaN   \n",
       "271093                                                   NaN   \n",
       "271555                                                   NaN   \n",
       "271608                                                   NaN   \n",
       "\n",
       "                                               player_traits  pace  shooting  \\\n",
       "player_id                                                                      \n",
       "158023     Finesse Shot, Speed Dribbler (AI), One Club Pl...  93.0      89.0   \n",
       "20801      Power Free-Kick, Flair, Long Shot Taker (AI), ...  93.0      93.0   \n",
       "9014       Diver, Injury Prone, Avoids Using Weaker Foot,...  93.0      86.0   \n",
       "41236      Power Free-Kick, Leadership, Flair, Long Shot ...  76.0      91.0   \n",
       "167495         GK Up for Corners, GK Long Throw, 1-on-1 Rush   NaN       NaN   \n",
       "...                                                      ...   ...       ...   \n",
       "269011                                                   NaN  63.0      48.0   \n",
       "269019                                                   NaN  55.0      25.0   \n",
       "271093                                                   NaN  65.0      36.0   \n",
       "271555                                                   NaN  55.0      50.0   \n",
       "271608                                                   NaN  61.0      22.0   \n",
       "\n",
       "           passing  dribbling  defending  physic  attacking_crossing  \\\n",
       "player_id                                                              \n",
       "158023        86.0       96.0       27.0    63.0                  84   \n",
       "20801         81.0       91.0       32.0    79.0                  83   \n",
       "9014          83.0       92.0       32.0    64.0                  80   \n",
       "41236         81.0       86.0       34.0    86.0                  76   \n",
       "167495         NaN        NaN        NaN     NaN                  25   \n",
       "...            ...        ...        ...     ...                 ...   \n",
       "269011        40.0       47.0       24.0    44.0                  48   \n",
       "269019        29.0       34.0       48.0    57.0                  30   \n",
       "271093        43.0       46.0       43.0    53.0                  37   \n",
       "271555        36.0       46.0       20.0    42.0                  29   \n",
       "271608        26.0       32.0       45.0    57.0                  21   \n",
       "\n",
       "           attacking_finishing  attacking_heading_accuracy  \\\n",
       "player_id                                                    \n",
       "158023                      94                          71   \n",
       "20801                       95                          86   \n",
       "9014                        85                          50   \n",
       "41236                       91                          76   \n",
       "167495                      25                          25   \n",
       "...                        ...                         ...   \n",
       "269011                      49                          36   \n",
       "269019                      19                          42   \n",
       "271093                      30                          47   \n",
       "271555                      56                          45   \n",
       "271608                      19                          37   \n",
       "\n",
       "           attacking_short_passing  attacking_volleys  skill_dribbling  \\\n",
       "player_id                                                                \n",
       "158023                          89                 85               96   \n",
       "20801                           82                 87               93   \n",
       "9014                            86                 86               93   \n",
       "41236                           84                 92               88   \n",
       "167495                          42                 25               25   \n",
       "...                            ...                ...              ...   \n",
       "269011                          38                 43               47   \n",
       "269019                          30                 25               30   \n",
       "271093                          51                 37               49   \n",
       "271555                          40                 37               44   \n",
       "271608                          32                 17               25   \n",
       "\n",
       "           skill_curve  skill_fk_accuracy  skill_long_passing  \\\n",
       "player_id                                                       \n",
       "158023              89                 90                  76   \n",
       "20801               88                 79                  72   \n",
       "9014                85                 83                  76   \n",
       "41236               80                 80                  76   \n",
       "167495              25                 25                  41   \n",
       "...                ...                ...                 ...   \n",
       "269011              39                 35                  33   \n",
       "269019              24                 26                  25   \n",
       "271093              30                 30                  43   \n",
       "271555              38                 25                  26   \n",
       "271608              21                 20                  29   \n",
       "\n",
       "           skill_ball_control  movement_acceleration  movement_sprint_speed  \\\n",
       "player_id                                                                     \n",
       "158023                     96                     96                     90   \n",
       "20801                      92                     91                     94   \n",
       "9014                       90                     93                     93   \n",
       "41236                      90                     74                     77   \n",
       "167495                     31                     58                     61   \n",
       "...                       ...                    ...                    ...   \n",
       "269011                     45                     67                     60   \n",
       "269019                     32                     54                     56   \n",
       "271093                     35                     66                     64   \n",
       "271555                     43                     59                     52   \n",
       "271608                     31                     64                     58   \n",
       "\n",
       "           movement_agility  movement_reactions  movement_balance  \\\n",
       "player_id                                                           \n",
       "158023                   94                  94                95   \n",
       "20801                    93                  90                63   \n",
       "9014                     93                  89                91   \n",
       "41236                    86                  85                41   \n",
       "167495                   43                  89                35   \n",
       "...                     ...                 ...               ...   \n",
       "269011                   54                  39                66   \n",
       "269019                   45                  42                48   \n",
       "271093                   58                  50                65   \n",
       "271555                   57                  45                60   \n",
       "271608                   55                  40                52   \n",
       "\n",
       "           power_shot_power  power_jumping  power_stamina  power_strength  \\\n",
       "player_id                                                                   \n",
       "158023                   80             73             77              60   \n",
       "20801                    94             94             89              79   \n",
       "9014                     86             61             78              65   \n",
       "41236                    93             72             78              93   \n",
       "167495                   42             78             44              83   \n",
       "...                     ...            ...            ...             ...   \n",
       "269011                   64             41             42              52   \n",
       "269019                   33             56             53              64   \n",
       "271093                   51             52             53              53   \n",
       "271555                   42             67             59              36   \n",
       "271608                   33             59             40              63   \n",
       "\n",
       "           power_long_shots  mentality_aggression  mentality_interceptions  \\\n",
       "player_id                                                                    \n",
       "158023                   88                    48                       22   \n",
       "20801                    93                    63                       24   \n",
       "9014                     90                    47                       39   \n",
       "41236                    88                    84                       20   \n",
       "167495                   25                    29                       30   \n",
       "...                     ...                   ...                      ...   \n",
       "269011                   31                    26                       21   \n",
       "269019                   25                    46                       46   \n",
       "271093                   32                    51                       43   \n",
       "271555                   47                    27                       16   \n",
       "271608                   20                    62                       41   \n",
       "\n",
       "           mentality_positioning  mentality_vision  mentality_penalties  \\\n",
       "player_id                                                                 \n",
       "158023                        92                90                   76   \n",
       "20801                         91                81                   85   \n",
       "9014                          89                84                   80   \n",
       "41236                         86                83                   91   \n",
       "167495                        25                20                   37   \n",
       "...                          ...               ...                  ...   \n",
       "269011                        40                42                   54   \n",
       "269019                        31                31                   31   \n",
       "271093                        53                40                   37   \n",
       "271555                        45                44                   63   \n",
       "271608                        22                20                   25   \n",
       "\n",
       "           mentality_composure  defending_marking_awareness  \\\n",
       "player_id                                                     \n",
       "158023                     NaN                           25   \n",
       "20801                      NaN                           22   \n",
       "9014                       NaN                           29   \n",
       "41236                      NaN                           25   \n",
       "167495                     NaN                           25   \n",
       "...                        ...                          ...   \n",
       "269011                    40.0                           23   \n",
       "269019                    35.0                           50   \n",
       "271093                    35.0                           36   \n",
       "271555                    43.0                           19   \n",
       "271608                    30.0                           50   \n",
       "\n",
       "           defending_standing_tackle  defending_sliding_tackle  \\\n",
       "player_id                                                        \n",
       "158023                            21                        20   \n",
       "20801                             31                        23   \n",
       "9014                              26                        26   \n",
       "41236                             41                        27   \n",
       "167495                            25                        25   \n",
       "...                              ...                       ...   \n",
       "269011                            21                        25   \n",
       "269019                            51                        45   \n",
       "271093                            45                        50   \n",
       "271555                            17                        14   \n",
       "271608                            45                        42   \n",
       "\n",
       "           goalkeeping_diving  goalkeeping_handling  goalkeeping_kicking  \\\n",
       "player_id                                                                  \n",
       "158023                      6                    11                   15   \n",
       "20801                       7                    11                   15   \n",
       "9014                       10                     8                   11   \n",
       "41236                      13                    15                   10   \n",
       "167495                     87                    85                   92   \n",
       "...                       ...                   ...                  ...   \n",
       "269011                      9                    13                   13   \n",
       "269019                      6                    14                    8   \n",
       "271093                      8                     9                    7   \n",
       "271555                     13                    12                   14   \n",
       "271608                     13                     7                    6   \n",
       "\n",
       "           goalkeeping_positioning  goalkeeping_reflexes  goalkeeping_speed  \\\n",
       "player_id                                                                     \n",
       "158023                          14                     8                NaN   \n",
       "20801                           14                    11                NaN   \n",
       "9014                             5                    15                NaN   \n",
       "41236                            9                    12                NaN   \n",
       "167495                          90                    86               60.0   \n",
       "...                            ...                   ...                ...   \n",
       "269011                          12                     7                NaN   \n",
       "269019                          13                    14                NaN   \n",
       "271093                          14                     9                NaN   \n",
       "271555                           7                    13                NaN   \n",
       "271608                           6                    14                NaN   \n",
       "\n",
       "             ls    st    rs    lw    lf    cf    rf    rw   lam   cam   ram  \\\n",
       "player_id                                                                     \n",
       "158023     89+3  89+3  89+3  92+3  90+3  90+3  90+3  92+3  92+3  92+3  92+3   \n",
       "20801      91+1  91+1  91+1  89+3  91+1  91+1  91+1  89+3  89+3  89+3  89+3   \n",
       "9014       84+3  84+3  84+3  88+2  87+3  87+3  87+3  88+2  88+2  88+2  88+2   \n",
       "41236      87+3  87+3  87+3  84+3  86+3  86+3  86+3  84+3  86+3  86+3  86+3   \n",
       "167495     38+3  38+3  38+3  36+3  37+3  37+3  37+3  36+3  36+3  36+3  36+3   \n",
       "...         ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "269011     47+2  47+2  47+2    46    46    46    46    46  44+2  44+2  44+2   \n",
       "269019     35+2  35+2  35+2    34    33    33    33    34  32+2  32+2  32+2   \n",
       "271093     46+2  46+2  46+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "271555     47+2  47+2  47+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "271608     32+2  32+2  32+2    31    30    30    30    31  30+2  30+2  30+2   \n",
       "\n",
       "             lm   lcm    cm   rcm    rm   lwb   ldm   cdm   rdm   rwb    lb  \\\n",
       "player_id                                                                     \n",
       "158023     90+3  79+3  79+3  79+3  90+3  62+3  62+3  62+3  62+3  62+3  54+3   \n",
       "20801      87+3  77+3  77+3  77+3  87+3  63+3  63+3  63+3  63+3  63+3  57+3   \n",
       "9014       87+3  78+3  78+3  78+3  87+3  64+3  64+3  64+3  64+3  64+3  55+3   \n",
       "41236      83+3  76+3  76+3  76+3  83+3  61+3  65+3  65+3  65+3  61+3  56+3   \n",
       "167495     38+3  36+3  36+3  36+3  38+3  36+3  40+3  40+3  40+3  36+3  36+3   \n",
       "...         ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "269011     46+2  38+2  38+2  38+2  46+2  37+2  32+2  32+2  32+2  37+2  36+2   \n",
       "269019     35+2  34+2  34+2  34+2  35+2  43+2  41+2  41+2  41+2  43+2  44+2   \n",
       "271093     47+2  44+2  44+2  44+2  47+2  47+2  45+2  45+2  45+2  47+2  47+2   \n",
       "271555     44+2  39+2  39+2  39+2  44+2  34+2  30+2  30+2  30+2  34+2  32+2   \n",
       "271608     32+2  30+2  30+2  30+2  32+2  39+2  40+2  40+2  40+2  39+2  41+2   \n",
       "\n",
       "            lcb    cb   rcb    rb    gk  \\\n",
       "player_id                                 \n",
       "158023     45+3  45+3  45+3  54+3  15+3   \n",
       "20801      52+3  52+3  52+3  57+3  16+3   \n",
       "9014       46+3  46+3  46+3  55+3  14+3   \n",
       "41236      55+3  55+3  55+3  56+3  17+3   \n",
       "167495     38+3  38+3  38+3  36+3  87+3   \n",
       "...         ...   ...   ...   ...   ...   \n",
       "269011     31+2  31+2  31+2  36+2  14+2   \n",
       "269019     48+2  48+2  48+2  44+2  15+2   \n",
       "271093     46+2  46+2  46+2  47+2  14+2   \n",
       "271555     28+2  28+2  28+2  32+2  15+2   \n",
       "271608     46+2  46+2  46+2  41+2  13+2   \n",
       "\n",
       "                                             player_face_url  \n",
       "player_id                                                     \n",
       "158023     https://cdn.sofifa.net/players/158/023/15_120.png  \n",
       "20801      https://cdn.sofifa.net/players/020/801/15_120.png  \n",
       "9014       https://cdn.sofifa.net/players/009/014/15_120.png  \n",
       "41236      https://cdn.sofifa.net/players/041/236/15_120.png  \n",
       "167495     https://cdn.sofifa.net/players/167/495/15_120.png  \n",
       "...                                                      ...  \n",
       "269011     https://cdn.sofifa.net/players/269/011/23_120.png  \n",
       "269019     https://cdn.sofifa.net/players/269/019/23_120.png  \n",
       "271093     https://cdn.sofifa.net/players/271/093/23_120.png  \n",
       "271555     https://cdn.sofifa.net/players/271/555/23_120.png  \n",
       "271608     https://cdn.sofifa.net/players/271/608/23_120.png  \n",
       "\n",
       "[161583 rows x 109 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv(\"./fifa_players.csv\", index_col=\"player_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5dd5e042-ac5a-46a7-95e9-1b51bf75b866",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player_id</th>\n",
       "      <th>player_url</th>\n",
       "      <th>fifa_version</th>\n",
       "      <th>fifa_update</th>\n",
       "      <th>fifa_update_date</th>\n",
       "      <th>short_name</th>\n",
       "      <th>long_name</th>\n",
       "      <th>player_positions</th>\n",
       "      <th>overall</th>\n",
       "      <th>potential</th>\n",
       "      <th>value_eur</th>\n",
       "      <th>wage_eur</th>\n",
       "      <th>age</th>\n",
       "      <th>dob</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>league_id</th>\n",
       "      <th>league_name</th>\n",
       "      <th>league_level</th>\n",
       "      <th>club_team_id</th>\n",
       "      <th>club_name</th>\n",
       "      <th>club_position</th>\n",
       "      <th>club_jersey_number</th>\n",
       "      <th>club_loaned_from</th>\n",
       "      <th>club_joined_date</th>\n",
       "      <th>club_contract_valid_until_year</th>\n",
       "      <th>nationality_id</th>\n",
       "      <th>nationality_name</th>\n",
       "      <th>nation_team_id</th>\n",
       "      <th>nation_position</th>\n",
       "      <th>nation_jersey_number</th>\n",
       "      <th>preferred_foot</th>\n",
       "      <th>weak_foot</th>\n",
       "      <th>skill_moves</th>\n",
       "      <th>international_reputation</th>\n",
       "      <th>work_rate</th>\n",
       "      <th>body_type</th>\n",
       "      <th>real_face</th>\n",
       "      <th>release_clause_eur</th>\n",
       "      <th>player_tags</th>\n",
       "      <th>player_traits</th>\n",
       "      <th>pace</th>\n",
       "      <th>shooting</th>\n",
       "      <th>passing</th>\n",
       "      <th>dribbling</th>\n",
       "      <th>defending</th>\n",
       "      <th>physic</th>\n",
       "      <th>attacking_crossing</th>\n",
       "      <th>attacking_finishing</th>\n",
       "      <th>attacking_heading_accuracy</th>\n",
       "      <th>attacking_short_passing</th>\n",
       "      <th>attacking_volleys</th>\n",
       "      <th>skill_dribbling</th>\n",
       "      <th>skill_curve</th>\n",
       "      <th>skill_fk_accuracy</th>\n",
       "      <th>skill_long_passing</th>\n",
       "      <th>skill_ball_control</th>\n",
       "      <th>movement_acceleration</th>\n",
       "      <th>movement_sprint_speed</th>\n",
       "      <th>movement_agility</th>\n",
       "      <th>movement_reactions</th>\n",
       "      <th>movement_balance</th>\n",
       "      <th>power_shot_power</th>\n",
       "      <th>power_jumping</th>\n",
       "      <th>power_stamina</th>\n",
       "      <th>power_strength</th>\n",
       "      <th>power_long_shots</th>\n",
       "      <th>mentality_aggression</th>\n",
       "      <th>mentality_interceptions</th>\n",
       "      <th>mentality_positioning</th>\n",
       "      <th>mentality_vision</th>\n",
       "      <th>mentality_penalties</th>\n",
       "      <th>mentality_composure</th>\n",
       "      <th>defending_marking_awareness</th>\n",
       "      <th>defending_standing_tackle</th>\n",
       "      <th>defending_sliding_tackle</th>\n",
       "      <th>goalkeeping_diving</th>\n",
       "      <th>goalkeeping_handling</th>\n",
       "      <th>goalkeeping_kicking</th>\n",
       "      <th>goalkeeping_positioning</th>\n",
       "      <th>goalkeeping_reflexes</th>\n",
       "      <th>goalkeeping_speed</th>\n",
       "      <th>ls</th>\n",
       "      <th>st</th>\n",
       "      <th>rs</th>\n",
       "      <th>lw</th>\n",
       "      <th>lf</th>\n",
       "      <th>cf</th>\n",
       "      <th>rf</th>\n",
       "      <th>rw</th>\n",
       "      <th>lam</th>\n",
       "      <th>cam</th>\n",
       "      <th>ram</th>\n",
       "      <th>lm</th>\n",
       "      <th>lcm</th>\n",
       "      <th>cm</th>\n",
       "      <th>rcm</th>\n",
       "      <th>rm</th>\n",
       "      <th>lwb</th>\n",
       "      <th>ldm</th>\n",
       "      <th>cdm</th>\n",
       "      <th>rdm</th>\n",
       "      <th>rwb</th>\n",
       "      <th>lb</th>\n",
       "      <th>lcb</th>\n",
       "      <th>cb</th>\n",
       "      <th>rcb</th>\n",
       "      <th>rb</th>\n",
       "      <th>gk</th>\n",
       "      <th>player_face_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158023</td>\n",
       "      <td>/player/158023/lionel-messi/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Andrés Messi Cuccittini</td>\n",
       "      <td>CF</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>100500000.0</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1987-06-24</td>\n",
       "      <td>169</td>\n",
       "      <td>67</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>52</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Low</td>\n",
       "      <td>Normal (170-)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #FK Specialist, #Acroba...</td>\n",
       "      <td>Finesse Shot, Speed Dribbler (AI), One Club Pl...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>84</td>\n",
       "      <td>94</td>\n",
       "      <td>71</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>88</td>\n",
       "      <td>48</td>\n",
       "      <td>22</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>15+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20801</td>\n",
       "      <td>/player/20801/c-ronaldo-dos-santos-aveiro/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>Cristiano Ronaldo dos Santos Aveiro</td>\n",
       "      <td>LW, LM</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>79000000.0</td>\n",
       "      <td>375000.0</td>\n",
       "      <td>29</td>\n",
       "      <td>1985-02-05</td>\n",
       "      <td>185</td>\n",
       "      <td>80</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>38</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>1354.0</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acr...</td>\n",
       "      <td>Power Free-Kick, Flair, Long Shot Taker (AI), ...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>83</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>79</td>\n",
       "      <td>72</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>63</td>\n",
       "      <td>24</td>\n",
       "      <td>91</td>\n",
       "      <td>81</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>31</td>\n",
       "      <td>23</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>16+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/020/801/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9014</td>\n",
       "      <td>/player/9014/arjen-robben/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>A. Robben</td>\n",
       "      <td>Arjen Robben</td>\n",
       "      <td>RM, LM, RW</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>54500000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1984-01-23</td>\n",
       "      <td>180</td>\n",
       "      <td>80</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Bundesliga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>SUB</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-08-28</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>34</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>105035.0</td>\n",
       "      <td>RS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acr...</td>\n",
       "      <td>Diver, Injury Prone, Avoids Using Weaker Foot,...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>93</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>76</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "      <td>78</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>89</td>\n",
       "      <td>84</td>\n",
       "      <td>80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>14+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/009/014/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>41236</td>\n",
       "      <td>/player/41236/zlatan-ibrahimovic/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Z. Ibrahimović</td>\n",
       "      <td>Zlatan Ibrahimović</td>\n",
       "      <td>ST</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>52500000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>32</td>\n",
       "      <td>1981-10-03</td>\n",
       "      <td>195</td>\n",
       "      <td>95</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Ligue 1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>ST</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-07-01</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>46</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1363.0</td>\n",
       "      <td>ST</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Low</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Poacher, #Aerial Threat, #Distance Shooter, #...</td>\n",
       "      <td>Power Free-Kick, Leadership, Flair, Long Shot ...</td>\n",
       "      <td>76.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>76</td>\n",
       "      <td>91</td>\n",
       "      <td>76</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>88</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>76</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "      <td>85</td>\n",
       "      <td>41</td>\n",
       "      <td>93</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>84</td>\n",
       "      <td>20</td>\n",
       "      <td>86</td>\n",
       "      <td>83</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>27</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>83+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>83+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>17+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/041/236/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>167495</td>\n",
       "      <td>/player/167495/manuel-neuer/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>Manuel Peter Neuer</td>\n",
       "      <td>GK</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>63500000.0</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>28</td>\n",
       "      <td>1986-03-27</td>\n",
       "      <td>193</td>\n",
       "      <td>92</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Bundesliga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>21</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1337.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GK Up for Corners, GK Long Throw, 1-on-1 Rush</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>42</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>31</td>\n",
       "      <td>58</td>\n",
       "      <td>61</td>\n",
       "      <td>43</td>\n",
       "      <td>89</td>\n",
       "      <td>35</td>\n",
       "      <td>42</td>\n",
       "      <td>78</td>\n",
       "      <td>44</td>\n",
       "      <td>83</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>87</td>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>60.0</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/167/495/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161578</th>\n",
       "      <td>269011</td>\n",
       "      <td>/player/269011/ziye-zhao/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Zhao Ziye</td>\n",
       "      <td>赵梓业</td>\n",
       "      <td>RW</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>18</td>\n",
       "      <td>2003-10-01</td>\n",
       "      <td>180</td>\n",
       "      <td>73</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112978.0</td>\n",
       "      <td>Hebei CFFC</td>\n",
       "      <td>RES</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2024.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>239000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>33</td>\n",
       "      <td>45</td>\n",
       "      <td>67</td>\n",
       "      <td>60</td>\n",
       "      <td>54</td>\n",
       "      <td>39</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>52</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>40</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23</td>\n",
       "      <td>21</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/011/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161579</th>\n",
       "      <td>269019</td>\n",
       "      <td>/player/269019/junjie-wu/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Wu Junjie</td>\n",
       "      <td>吴俊杰</td>\n",
       "      <td>LB</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-02</td>\n",
       "      <td>188</td>\n",
       "      <td>83</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112429.0</td>\n",
       "      <td>Guangzhou R&amp;F</td>\n",
       "      <td>RES</td>\n",
       "      <td>41.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>42</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>48</td>\n",
       "      <td>33</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>25</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>45</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/019/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161580</th>\n",
       "      <td>271093</td>\n",
       "      <td>/player/271093/kailin-barlow/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>K. Barlow</td>\n",
       "      <td>Kailin Barlow</td>\n",
       "      <td>CDM</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-28</td>\n",
       "      <td>181</td>\n",
       "      <td>73</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>Sligo Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-11-02</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>High/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>37</td>\n",
       "      <td>30</td>\n",
       "      <td>47</td>\n",
       "      <td>51</td>\n",
       "      <td>37</td>\n",
       "      <td>49</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>35</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>32</td>\n",
       "      <td>51</td>\n",
       "      <td>43</td>\n",
       "      <td>53</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/093/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161581</th>\n",
       "      <td>271555</td>\n",
       "      <td>/player/271555/gideon-tetteh/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>G. Tetteh</td>\n",
       "      <td>Gideon Tetteh</td>\n",
       "      <td>RW, LW</td>\n",
       "      <td>46</td>\n",
       "      <td>70</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2005-05-20</td>\n",
       "      <td>175</td>\n",
       "      <td>68</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-06-24</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>383000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>43</td>\n",
       "      <td>59</td>\n",
       "      <td>52</td>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>59</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>63</td>\n",
       "      <td>43.0</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/555/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161582</th>\n",
       "      <td>271608</td>\n",
       "      <td>/player/271608/aqeel-al-dhafeeri/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>A. Al Dhafeeri</td>\n",
       "      <td>Aqeel Al Dhafeeri</td>\n",
       "      <td>CB</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2004-07-09</td>\n",
       "      <td>180</td>\n",
       "      <td>70</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Pro League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112990.0</td>\n",
       "      <td>Al Batin</td>\n",
       "      <td>RES</td>\n",
       "      <td>42.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-08-26</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>183</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>33</td>\n",
       "      <td>59</td>\n",
       "      <td>40</td>\n",
       "      <td>63</td>\n",
       "      <td>20</td>\n",
       "      <td>62</td>\n",
       "      <td>41</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>31</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>13+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/608/23_120.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>161583 rows × 110 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        player_id                                        player_url  \\\n",
       "0          158023                /player/158023/lionel-messi/150002   \n",
       "1           20801  /player/20801/c-ronaldo-dos-santos-aveiro/150002   \n",
       "2            9014                  /player/9014/arjen-robben/150002   \n",
       "3           41236           /player/41236/zlatan-ibrahimovic/150002   \n",
       "4          167495                /player/167495/manuel-neuer/150002   \n",
       "...           ...                                               ...   \n",
       "161578     269011                   /player/269011/ziye-zhao/230002   \n",
       "161579     269019                   /player/269019/junjie-wu/230002   \n",
       "161580     271093               /player/271093/kailin-barlow/230002   \n",
       "161581     271555               /player/271555/gideon-tetteh/230002   \n",
       "161582     271608           /player/271608/aqeel-al-dhafeeri/230002   \n",
       "\n",
       "        fifa_version  fifa_update fifa_update_date         short_name  \\\n",
       "0                 15            2       2014-09-18           L. Messi   \n",
       "1                 15            2       2014-09-18  Cristiano Ronaldo   \n",
       "2                 15            2       2014-09-18          A. Robben   \n",
       "3                 15            2       2014-09-18     Z. Ibrahimović   \n",
       "4                 15            2       2014-09-18           M. Neuer   \n",
       "...              ...          ...              ...                ...   \n",
       "161578            23            2       2022-09-26          Zhao Ziye   \n",
       "161579            23            2       2022-09-26          Wu Junjie   \n",
       "161580            23            2       2022-09-26          K. Barlow   \n",
       "161581            23            2       2022-09-26          G. Tetteh   \n",
       "161582            23            2       2022-09-26     A. Al Dhafeeri   \n",
       "\n",
       "                                  long_name player_positions  overall  \\\n",
       "0            Lionel Andrés Messi Cuccittini               CF       93   \n",
       "1       Cristiano Ronaldo dos Santos Aveiro           LW, LM       92   \n",
       "2                              Arjen Robben       RM, LM, RW       90   \n",
       "3                        Zlatan Ibrahimović               ST       90   \n",
       "4                        Manuel Peter Neuer               GK       90   \n",
       "...                                     ...              ...      ...   \n",
       "161578                                  赵梓业               RW       46   \n",
       "161579                                  吴俊杰               LB       46   \n",
       "161580                        Kailin Barlow              CDM       46   \n",
       "161581                        Gideon Tetteh           RW, LW       46   \n",
       "161582                    Aqeel Al Dhafeeri               CB       46   \n",
       "\n",
       "        potential    value_eur  wage_eur  age         dob  height_cm  \\\n",
       "0              95  100500000.0  550000.0   27  1987-06-24        169   \n",
       "1              92   79000000.0  375000.0   29  1985-02-05        185   \n",
       "2              90   54500000.0  275000.0   30  1984-01-23        180   \n",
       "3              90   52500000.0  275000.0   32  1981-10-03        195   \n",
       "4              90   63500000.0  300000.0   28  1986-03-27        193   \n",
       "...           ...          ...       ...  ...         ...        ...   \n",
       "161578         61     110000.0     700.0   18  2003-10-01        180   \n",
       "161579         58     110000.0     750.0   19  2003-06-02        188   \n",
       "161580         58     110000.0     500.0   19  2003-06-28        181   \n",
       "161581         70     150000.0     500.0   17  2005-05-20        175   \n",
       "161582         63     110000.0     500.0   17  2004-07-09        180   \n",
       "\n",
       "        weight_kg  league_id       league_name  league_level  club_team_id  \\\n",
       "0              67       53.0           La Liga           1.0         241.0   \n",
       "1              80       53.0           La Liga           1.0         243.0   \n",
       "2              80       19.0        Bundesliga           1.0          21.0   \n",
       "3              95       16.0           Ligue 1           1.0          73.0   \n",
       "4              92       19.0        Bundesliga           1.0          21.0   \n",
       "...           ...        ...               ...           ...           ...   \n",
       "161578         73     2012.0      Super League           1.0      112978.0   \n",
       "161579         83     2012.0      Super League           1.0      112429.0   \n",
       "161580         73       65.0  Premier Division           1.0         563.0   \n",
       "161581         68       65.0  Premier Division           1.0         306.0   \n",
       "161582         70      350.0        Pro League           1.0      112990.0   \n",
       "\n",
       "                  club_name club_position  club_jersey_number  \\\n",
       "0              FC Barcelona            CF                10.0   \n",
       "1            Real Madrid CF            LW                 7.0   \n",
       "2         FC Bayern München           SUB                10.0   \n",
       "3       Paris Saint-Germain            ST                10.0   \n",
       "4         FC Bayern München            GK                 1.0   \n",
       "...                     ...           ...                 ...   \n",
       "161578           Hebei CFFC           RES                45.0   \n",
       "161579        Guangzhou R&F           RES                41.0   \n",
       "161580         Sligo Rovers           RES                34.0   \n",
       "161581      Shamrock Rovers           RES                28.0   \n",
       "161582             Al Batin           RES                42.0   \n",
       "\n",
       "       club_loaned_from club_joined_date  club_contract_valid_until_year  \\\n",
       "0                   NaN       2004-07-01                          2018.0   \n",
       "1                   NaN       2009-07-01                          2018.0   \n",
       "2                   NaN       2009-08-28                          2017.0   \n",
       "3                   NaN       2012-07-01                          2016.0   \n",
       "4                   NaN       2011-07-01                          2019.0   \n",
       "...                 ...              ...                             ...   \n",
       "161578              NaN       2022-05-01                          2024.0   \n",
       "161579              NaN       2022-05-01                          2027.0   \n",
       "161580              NaN       2021-11-02                          2023.0   \n",
       "161581              NaN       2022-06-24                          2027.0   \n",
       "161582              NaN       2022-08-26                          2027.0   \n",
       "\n",
       "        nationality_id     nationality_name  nation_team_id nation_position  \\\n",
       "0                   52            Argentina          1369.0              CF   \n",
       "1                   38             Portugal          1354.0              LW   \n",
       "2                   34          Netherlands        105035.0              RS   \n",
       "3                   46               Sweden          1363.0              ST   \n",
       "4                   21              Germany          1337.0              GK   \n",
       "...                ...                  ...             ...             ...   \n",
       "161578             155             China PR             NaN             NaN   \n",
       "161579             155             China PR             NaN             NaN   \n",
       "161580              25  Republic of Ireland             NaN             NaN   \n",
       "161581              25  Republic of Ireland             NaN             NaN   \n",
       "161582             183         Saudi Arabia             NaN             NaN   \n",
       "\n",
       "        nation_jersey_number preferred_foot  weak_foot  skill_moves  \\\n",
       "0                       10.0           Left          3            4   \n",
       "1                        7.0          Right          4            5   \n",
       "2                       11.0           Left          2            4   \n",
       "3                       10.0          Right          4            4   \n",
       "4                        1.0          Right          4            1   \n",
       "...                      ...            ...        ...          ...   \n",
       "161578                   NaN          Right          3            2   \n",
       "161579                   NaN           Left          3            2   \n",
       "161580                   NaN          Right          2            2   \n",
       "161581                   NaN          Right          3            2   \n",
       "161582                   NaN          Right          3            2   \n",
       "\n",
       "        international_reputation      work_rate         body_type real_face  \\\n",
       "0                              5     Medium/Low     Normal (170-)       Yes   \n",
       "1                              5       High/Low     Normal (185+)       Yes   \n",
       "2                              5       High/Low  Normal (170-185)       Yes   \n",
       "3                              5     Medium/Low     Normal (185+)       Yes   \n",
       "4                              5  Medium/Medium     Normal (185+)       Yes   \n",
       "...                          ...            ...               ...       ...   \n",
       "161578                         1  Medium/Medium    Lean (170-185)        No   \n",
       "161579                         1  Medium/Medium     Normal (185+)        No   \n",
       "161580                         1    High/Medium  Normal (170-185)        No   \n",
       "161581                         1  Medium/Medium  Normal (170-185)        No   \n",
       "161582                         1  Medium/Medium    Lean (170-185)        No   \n",
       "\n",
       "        release_clause_eur                                        player_tags  \\\n",
       "0                      NaN  #Speedster, #Dribbler, #FK Specialist, #Acroba...   \n",
       "1                      NaN  #Speedster, #Dribbler, #Distance Shooter, #Acr...   \n",
       "2                      NaN  #Speedster, #Dribbler, #Distance Shooter, #Acr...   \n",
       "3                      NaN  #Poacher, #Aerial Threat, #Distance Shooter, #...   \n",
       "4                      NaN                                                NaN   \n",
       "...                    ...                                                ...   \n",
       "161578            239000.0                                                NaN   \n",
       "161579            193000.0                                                NaN   \n",
       "161580            193000.0                                                NaN   \n",
       "161581            383000.0                                                NaN   \n",
       "161582            250000.0                                                NaN   \n",
       "\n",
       "                                            player_traits  pace  shooting  \\\n",
       "0       Finesse Shot, Speed Dribbler (AI), One Club Pl...  93.0      89.0   \n",
       "1       Power Free-Kick, Flair, Long Shot Taker (AI), ...  93.0      93.0   \n",
       "2       Diver, Injury Prone, Avoids Using Weaker Foot,...  93.0      86.0   \n",
       "3       Power Free-Kick, Leadership, Flair, Long Shot ...  76.0      91.0   \n",
       "4           GK Up for Corners, GK Long Throw, 1-on-1 Rush   NaN       NaN   \n",
       "...                                                   ...   ...       ...   \n",
       "161578                                                NaN  63.0      48.0   \n",
       "161579                                                NaN  55.0      25.0   \n",
       "161580                                                NaN  65.0      36.0   \n",
       "161581                                                NaN  55.0      50.0   \n",
       "161582                                                NaN  61.0      22.0   \n",
       "\n",
       "        passing  dribbling  defending  physic  attacking_crossing  \\\n",
       "0          86.0       96.0       27.0    63.0                  84   \n",
       "1          81.0       91.0       32.0    79.0                  83   \n",
       "2          83.0       92.0       32.0    64.0                  80   \n",
       "3          81.0       86.0       34.0    86.0                  76   \n",
       "4           NaN        NaN        NaN     NaN                  25   \n",
       "...         ...        ...        ...     ...                 ...   \n",
       "161578     40.0       47.0       24.0    44.0                  48   \n",
       "161579     29.0       34.0       48.0    57.0                  30   \n",
       "161580     43.0       46.0       43.0    53.0                  37   \n",
       "161581     36.0       46.0       20.0    42.0                  29   \n",
       "161582     26.0       32.0       45.0    57.0                  21   \n",
       "\n",
       "        attacking_finishing  attacking_heading_accuracy  \\\n",
       "0                        94                          71   \n",
       "1                        95                          86   \n",
       "2                        85                          50   \n",
       "3                        91                          76   \n",
       "4                        25                          25   \n",
       "...                     ...                         ...   \n",
       "161578                   49                          36   \n",
       "161579                   19                          42   \n",
       "161580                   30                          47   \n",
       "161581                   56                          45   \n",
       "161582                   19                          37   \n",
       "\n",
       "        attacking_short_passing  attacking_volleys  skill_dribbling  \\\n",
       "0                            89                 85               96   \n",
       "1                            82                 87               93   \n",
       "2                            86                 86               93   \n",
       "3                            84                 92               88   \n",
       "4                            42                 25               25   \n",
       "...                         ...                ...              ...   \n",
       "161578                       38                 43               47   \n",
       "161579                       30                 25               30   \n",
       "161580                       51                 37               49   \n",
       "161581                       40                 37               44   \n",
       "161582                       32                 17               25   \n",
       "\n",
       "        skill_curve  skill_fk_accuracy  skill_long_passing  \\\n",
       "0                89                 90                  76   \n",
       "1                88                 79                  72   \n",
       "2                85                 83                  76   \n",
       "3                80                 80                  76   \n",
       "4                25                 25                  41   \n",
       "...             ...                ...                 ...   \n",
       "161578           39                 35                  33   \n",
       "161579           24                 26                  25   \n",
       "161580           30                 30                  43   \n",
       "161581           38                 25                  26   \n",
       "161582           21                 20                  29   \n",
       "\n",
       "        skill_ball_control  movement_acceleration  movement_sprint_speed  \\\n",
       "0                       96                     96                     90   \n",
       "1                       92                     91                     94   \n",
       "2                       90                     93                     93   \n",
       "3                       90                     74                     77   \n",
       "4                       31                     58                     61   \n",
       "...                    ...                    ...                    ...   \n",
       "161578                  45                     67                     60   \n",
       "161579                  32                     54                     56   \n",
       "161580                  35                     66                     64   \n",
       "161581                  43                     59                     52   \n",
       "161582                  31                     64                     58   \n",
       "\n",
       "        movement_agility  movement_reactions  movement_balance  \\\n",
       "0                     94                  94                95   \n",
       "1                     93                  90                63   \n",
       "2                     93                  89                91   \n",
       "3                     86                  85                41   \n",
       "4                     43                  89                35   \n",
       "...                  ...                 ...               ...   \n",
       "161578                54                  39                66   \n",
       "161579                45                  42                48   \n",
       "161580                58                  50                65   \n",
       "161581                57                  45                60   \n",
       "161582                55                  40                52   \n",
       "\n",
       "        power_shot_power  power_jumping  power_stamina  power_strength  \\\n",
       "0                     80             73             77              60   \n",
       "1                     94             94             89              79   \n",
       "2                     86             61             78              65   \n",
       "3                     93             72             78              93   \n",
       "4                     42             78             44              83   \n",
       "...                  ...            ...            ...             ...   \n",
       "161578                64             41             42              52   \n",
       "161579                33             56             53              64   \n",
       "161580                51             52             53              53   \n",
       "161581                42             67             59              36   \n",
       "161582                33             59             40              63   \n",
       "\n",
       "        power_long_shots  mentality_aggression  mentality_interceptions  \\\n",
       "0                     88                    48                       22   \n",
       "1                     93                    63                       24   \n",
       "2                     90                    47                       39   \n",
       "3                     88                    84                       20   \n",
       "4                     25                    29                       30   \n",
       "...                  ...                   ...                      ...   \n",
       "161578                31                    26                       21   \n",
       "161579                25                    46                       46   \n",
       "161580                32                    51                       43   \n",
       "161581                47                    27                       16   \n",
       "161582                20                    62                       41   \n",
       "\n",
       "        mentality_positioning  mentality_vision  mentality_penalties  \\\n",
       "0                          92                90                   76   \n",
       "1                          91                81                   85   \n",
       "2                          89                84                   80   \n",
       "3                          86                83                   91   \n",
       "4                          25                20                   37   \n",
       "...                       ...               ...                  ...   \n",
       "161578                     40                42                   54   \n",
       "161579                     31                31                   31   \n",
       "161580                     53                40                   37   \n",
       "161581                     45                44                   63   \n",
       "161582                     22                20                   25   \n",
       "\n",
       "        mentality_composure  defending_marking_awareness  \\\n",
       "0                       NaN                           25   \n",
       "1                       NaN                           22   \n",
       "2                       NaN                           29   \n",
       "3                       NaN                           25   \n",
       "4                       NaN                           25   \n",
       "...                     ...                          ...   \n",
       "161578                 40.0                           23   \n",
       "161579                 35.0                           50   \n",
       "161580                 35.0                           36   \n",
       "161581                 43.0                           19   \n",
       "161582                 30.0                           50   \n",
       "\n",
       "        defending_standing_tackle  defending_sliding_tackle  \\\n",
       "0                              21                        20   \n",
       "1                              31                        23   \n",
       "2                              26                        26   \n",
       "3                              41                        27   \n",
       "4                              25                        25   \n",
       "...                           ...                       ...   \n",
       "161578                         21                        25   \n",
       "161579                         51                        45   \n",
       "161580                         45                        50   \n",
       "161581                         17                        14   \n",
       "161582                         45                        42   \n",
       "\n",
       "        goalkeeping_diving  goalkeeping_handling  goalkeeping_kicking  \\\n",
       "0                        6                    11                   15   \n",
       "1                        7                    11                   15   \n",
       "2                       10                     8                   11   \n",
       "3                       13                    15                   10   \n",
       "4                       87                    85                   92   \n",
       "...                    ...                   ...                  ...   \n",
       "161578                   9                    13                   13   \n",
       "161579                   6                    14                    8   \n",
       "161580                   8                     9                    7   \n",
       "161581                  13                    12                   14   \n",
       "161582                  13                     7                    6   \n",
       "\n",
       "        goalkeeping_positioning  goalkeeping_reflexes  goalkeeping_speed  \\\n",
       "0                            14                     8                NaN   \n",
       "1                            14                    11                NaN   \n",
       "2                             5                    15                NaN   \n",
       "3                             9                    12                NaN   \n",
       "4                            90                    86               60.0   \n",
       "...                         ...                   ...                ...   \n",
       "161578                       12                     7                NaN   \n",
       "161579                       13                    14                NaN   \n",
       "161580                       14                     9                NaN   \n",
       "161581                        7                    13                NaN   \n",
       "161582                        6                    14                NaN   \n",
       "\n",
       "          ls    st    rs    lw    lf    cf    rf    rw   lam   cam   ram  \\\n",
       "0       89+3  89+3  89+3  92+3  90+3  90+3  90+3  92+3  92+3  92+3  92+3   \n",
       "1       91+1  91+1  91+1  89+3  91+1  91+1  91+1  89+3  89+3  89+3  89+3   \n",
       "2       84+3  84+3  84+3  88+2  87+3  87+3  87+3  88+2  88+2  88+2  88+2   \n",
       "3       87+3  87+3  87+3  84+3  86+3  86+3  86+3  84+3  86+3  86+3  86+3   \n",
       "4       38+3  38+3  38+3  36+3  37+3  37+3  37+3  36+3  36+3  36+3  36+3   \n",
       "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "161578  47+2  47+2  47+2    46    46    46    46    46  44+2  44+2  44+2   \n",
       "161579  35+2  35+2  35+2    34    33    33    33    34  32+2  32+2  32+2   \n",
       "161580  46+2  46+2  46+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "161581  47+2  47+2  47+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "161582  32+2  32+2  32+2    31    30    30    30    31  30+2  30+2  30+2   \n",
       "\n",
       "          lm   lcm    cm   rcm    rm   lwb   ldm   cdm   rdm   rwb    lb  \\\n",
       "0       90+3  79+3  79+3  79+3  90+3  62+3  62+3  62+3  62+3  62+3  54+3   \n",
       "1       87+3  77+3  77+3  77+3  87+3  63+3  63+3  63+3  63+3  63+3  57+3   \n",
       "2       87+3  78+3  78+3  78+3  87+3  64+3  64+3  64+3  64+3  64+3  55+3   \n",
       "3       83+3  76+3  76+3  76+3  83+3  61+3  65+3  65+3  65+3  61+3  56+3   \n",
       "4       38+3  36+3  36+3  36+3  38+3  36+3  40+3  40+3  40+3  36+3  36+3   \n",
       "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "161578  46+2  38+2  38+2  38+2  46+2  37+2  32+2  32+2  32+2  37+2  36+2   \n",
       "161579  35+2  34+2  34+2  34+2  35+2  43+2  41+2  41+2  41+2  43+2  44+2   \n",
       "161580  47+2  44+2  44+2  44+2  47+2  47+2  45+2  45+2  45+2  47+2  47+2   \n",
       "161581  44+2  39+2  39+2  39+2  44+2  34+2  30+2  30+2  30+2  34+2  32+2   \n",
       "161582  32+2  30+2  30+2  30+2  32+2  39+2  40+2  40+2  40+2  39+2  41+2   \n",
       "\n",
       "         lcb    cb   rcb    rb    gk  \\\n",
       "0       45+3  45+3  45+3  54+3  15+3   \n",
       "1       52+3  52+3  52+3  57+3  16+3   \n",
       "2       46+3  46+3  46+3  55+3  14+3   \n",
       "3       55+3  55+3  55+3  56+3  17+3   \n",
       "4       38+3  38+3  38+3  36+3  87+3   \n",
       "...      ...   ...   ...   ...   ...   \n",
       "161578  31+2  31+2  31+2  36+2  14+2   \n",
       "161579  48+2  48+2  48+2  44+2  15+2   \n",
       "161580  46+2  46+2  46+2  47+2  14+2   \n",
       "161581  28+2  28+2  28+2  32+2  15+2   \n",
       "161582  46+2  46+2  46+2  41+2  13+2   \n",
       "\n",
       "                                          player_face_url  \n",
       "0       https://cdn.sofifa.net/players/158/023/15_120.png  \n",
       "1       https://cdn.sofifa.net/players/020/801/15_120.png  \n",
       "2       https://cdn.sofifa.net/players/009/014/15_120.png  \n",
       "3       https://cdn.sofifa.net/players/041/236/15_120.png  \n",
       "4       https://cdn.sofifa.net/players/167/495/15_120.png  \n",
       "...                                                   ...  \n",
       "161578  https://cdn.sofifa.net/players/269/011/23_120.png  \n",
       "161579  https://cdn.sofifa.net/players/269/019/23_120.png  \n",
       "161580  https://cdn.sofifa.net/players/271/093/23_120.png  \n",
       "161581  https://cdn.sofifa.net/players/271/555/23_120.png  \n",
       "161582  https://cdn.sofifa.net/players/271/608/23_120.png  \n",
       "\n",
       "[161583 rows x 110 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', 150)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bf903a89-4d54-432a-84f3-5ff4be12602d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player_id</th>\n",
       "      <th>player_url</th>\n",
       "      <th>fifa_version</th>\n",
       "      <th>fifa_update</th>\n",
       "      <th>fifa_update_date</th>\n",
       "      <th>short_name</th>\n",
       "      <th>long_name</th>\n",
       "      <th>player_positions</th>\n",
       "      <th>overall</th>\n",
       "      <th>potential</th>\n",
       "      <th>value_eur</th>\n",
       "      <th>wage_eur</th>\n",
       "      <th>age</th>\n",
       "      <th>dob</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>league_id</th>\n",
       "      <th>league_name</th>\n",
       "      <th>league_level</th>\n",
       "      <th>club_team_id</th>\n",
       "      <th>club_name</th>\n",
       "      <th>club_position</th>\n",
       "      <th>club_jersey_number</th>\n",
       "      <th>club_loaned_from</th>\n",
       "      <th>club_joined_date</th>\n",
       "      <th>club_contract_valid_until_year</th>\n",
       "      <th>nationality_id</th>\n",
       "      <th>nationality_name</th>\n",
       "      <th>nation_team_id</th>\n",
       "      <th>nation_position</th>\n",
       "      <th>nation_jersey_number</th>\n",
       "      <th>preferred_foot</th>\n",
       "      <th>weak_foot</th>\n",
       "      <th>skill_moves</th>\n",
       "      <th>international_reputation</th>\n",
       "      <th>work_rate</th>\n",
       "      <th>body_type</th>\n",
       "      <th>real_face</th>\n",
       "      <th>release_clause_eur</th>\n",
       "      <th>player_tags</th>\n",
       "      <th>player_traits</th>\n",
       "      <th>pace</th>\n",
       "      <th>shooting</th>\n",
       "      <th>passing</th>\n",
       "      <th>dribbling</th>\n",
       "      <th>defending</th>\n",
       "      <th>physic</th>\n",
       "      <th>attacking_crossing</th>\n",
       "      <th>attacking_finishing</th>\n",
       "      <th>attacking_heading_accuracy</th>\n",
       "      <th>attacking_short_passing</th>\n",
       "      <th>attacking_volleys</th>\n",
       "      <th>skill_dribbling</th>\n",
       "      <th>skill_curve</th>\n",
       "      <th>skill_fk_accuracy</th>\n",
       "      <th>skill_long_passing</th>\n",
       "      <th>skill_ball_control</th>\n",
       "      <th>movement_acceleration</th>\n",
       "      <th>movement_sprint_speed</th>\n",
       "      <th>movement_agility</th>\n",
       "      <th>movement_reactions</th>\n",
       "      <th>movement_balance</th>\n",
       "      <th>power_shot_power</th>\n",
       "      <th>power_jumping</th>\n",
       "      <th>power_stamina</th>\n",
       "      <th>power_strength</th>\n",
       "      <th>power_long_shots</th>\n",
       "      <th>mentality_aggression</th>\n",
       "      <th>mentality_interceptions</th>\n",
       "      <th>mentality_positioning</th>\n",
       "      <th>mentality_vision</th>\n",
       "      <th>mentality_penalties</th>\n",
       "      <th>mentality_composure</th>\n",
       "      <th>defending_marking_awareness</th>\n",
       "      <th>defending_standing_tackle</th>\n",
       "      <th>defending_sliding_tackle</th>\n",
       "      <th>goalkeeping_diving</th>\n",
       "      <th>goalkeeping_handling</th>\n",
       "      <th>goalkeeping_kicking</th>\n",
       "      <th>goalkeeping_positioning</th>\n",
       "      <th>goalkeeping_reflexes</th>\n",
       "      <th>goalkeeping_speed</th>\n",
       "      <th>ls</th>\n",
       "      <th>st</th>\n",
       "      <th>rs</th>\n",
       "      <th>lw</th>\n",
       "      <th>lf</th>\n",
       "      <th>cf</th>\n",
       "      <th>rf</th>\n",
       "      <th>rw</th>\n",
       "      <th>lam</th>\n",
       "      <th>cam</th>\n",
       "      <th>ram</th>\n",
       "      <th>lm</th>\n",
       "      <th>lcm</th>\n",
       "      <th>cm</th>\n",
       "      <th>rcm</th>\n",
       "      <th>rm</th>\n",
       "      <th>lwb</th>\n",
       "      <th>ldm</th>\n",
       "      <th>cdm</th>\n",
       "      <th>rdm</th>\n",
       "      <th>rwb</th>\n",
       "      <th>lb</th>\n",
       "      <th>lcb</th>\n",
       "      <th>cb</th>\n",
       "      <th>rcb</th>\n",
       "      <th>rb</th>\n",
       "      <th>gk</th>\n",
       "      <th>player_face_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158023</td>\n",
       "      <td>/player/158023/lionel-messi/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Andrés Messi Cuccittini</td>\n",
       "      <td>CF</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>100500000.0</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1987-06-24</td>\n",
       "      <td>169</td>\n",
       "      <td>67</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>52</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Low</td>\n",
       "      <td>Normal (170-)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #FK Specialist, #Acrobat, #Clinical Finisher, #Complete Forward</td>\n",
       "      <td>Finesse Shot, Speed Dribbler (AI), One Club Player, Team Player</td>\n",
       "      <td>93.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>84</td>\n",
       "      <td>94</td>\n",
       "      <td>71</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>88</td>\n",
       "      <td>48</td>\n",
       "      <td>22</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>15+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20801</td>\n",
       "      <td>/player/20801/c-ronaldo-dos-santos-aveiro/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>Cristiano Ronaldo dos Santos Aveiro</td>\n",
       "      <td>LW, LM</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>79000000.0</td>\n",
       "      <td>375000.0</td>\n",
       "      <td>29</td>\n",
       "      <td>1985-02-05</td>\n",
       "      <td>185</td>\n",
       "      <td>80</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>38</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>1354.0</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acrobat, #Clinical Finisher, #Complete Forward</td>\n",
       "      <td>Power Free-Kick, Flair, Long Shot Taker (AI), Speed Dribbler (AI)</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>83</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>79</td>\n",
       "      <td>72</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>63</td>\n",
       "      <td>24</td>\n",
       "      <td>91</td>\n",
       "      <td>81</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>31</td>\n",
       "      <td>23</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>16+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/020/801/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9014</td>\n",
       "      <td>/player/9014/arjen-robben/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>A. Robben</td>\n",
       "      <td>Arjen Robben</td>\n",
       "      <td>RM, LM, RW</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>54500000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1984-01-23</td>\n",
       "      <td>180</td>\n",
       "      <td>80</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Bundesliga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>SUB</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-08-28</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>34</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>105035.0</td>\n",
       "      <td>RS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acrobat</td>\n",
       "      <td>Diver, Injury Prone, Avoids Using Weaker Foot, Selfish, Long Shot Taker (AI), Speed Dribbler (AI), Chip Shot (AI)</td>\n",
       "      <td>93.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>93</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>76</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "      <td>78</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>89</td>\n",
       "      <td>84</td>\n",
       "      <td>80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>14+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/009/014/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>41236</td>\n",
       "      <td>/player/41236/zlatan-ibrahimovic/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Z. Ibrahimović</td>\n",
       "      <td>Zlatan Ibrahimović</td>\n",
       "      <td>ST</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>52500000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>32</td>\n",
       "      <td>1981-10-03</td>\n",
       "      <td>195</td>\n",
       "      <td>95</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Ligue 1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>ST</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-07-01</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>46</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1363.0</td>\n",
       "      <td>ST</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Low</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Poacher, #Aerial Threat, #Distance Shooter, #Acrobat, #Strength, #Clinical Finisher, #Complete Forward</td>\n",
       "      <td>Power Free-Kick, Leadership, Flair, Long Shot Taker (AI), Technical Dribbler (AI)</td>\n",
       "      <td>76.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>76</td>\n",
       "      <td>91</td>\n",
       "      <td>76</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>88</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>76</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "      <td>85</td>\n",
       "      <td>41</td>\n",
       "      <td>93</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>84</td>\n",
       "      <td>20</td>\n",
       "      <td>86</td>\n",
       "      <td>83</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>27</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>86+3</td>\n",
       "      <td>83+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>76+3</td>\n",
       "      <td>83+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>65+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>56+3</td>\n",
       "      <td>17+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/041/236/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>167495</td>\n",
       "      <td>/player/167495/manuel-neuer/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>Manuel Peter Neuer</td>\n",
       "      <td>GK</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>63500000.0</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>28</td>\n",
       "      <td>1986-03-27</td>\n",
       "      <td>193</td>\n",
       "      <td>92</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Bundesliga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>21</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1337.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GK Up for Corners, GK Long Throw, 1-on-1 Rush</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>42</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>31</td>\n",
       "      <td>58</td>\n",
       "      <td>61</td>\n",
       "      <td>43</td>\n",
       "      <td>89</td>\n",
       "      <td>35</td>\n",
       "      <td>42</td>\n",
       "      <td>78</td>\n",
       "      <td>44</td>\n",
       "      <td>83</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>87</td>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>60.0</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>37+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>40+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>38+3</td>\n",
       "      <td>36+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/167/495/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161578</th>\n",
       "      <td>269011</td>\n",
       "      <td>/player/269011/ziye-zhao/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Zhao Ziye</td>\n",
       "      <td>赵梓业</td>\n",
       "      <td>RW</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>18</td>\n",
       "      <td>2003-10-01</td>\n",
       "      <td>180</td>\n",
       "      <td>73</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112978.0</td>\n",
       "      <td>Hebei CFFC</td>\n",
       "      <td>RES</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2024.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>239000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>33</td>\n",
       "      <td>45</td>\n",
       "      <td>67</td>\n",
       "      <td>60</td>\n",
       "      <td>54</td>\n",
       "      <td>39</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>52</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>40</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23</td>\n",
       "      <td>21</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/011/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161579</th>\n",
       "      <td>269019</td>\n",
       "      <td>/player/269019/junjie-wu/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Wu Junjie</td>\n",
       "      <td>吴俊杰</td>\n",
       "      <td>LB</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-02</td>\n",
       "      <td>188</td>\n",
       "      <td>83</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112429.0</td>\n",
       "      <td>Guangzhou R&amp;F</td>\n",
       "      <td>RES</td>\n",
       "      <td>41.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>42</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>48</td>\n",
       "      <td>33</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>25</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>45</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/019/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161580</th>\n",
       "      <td>271093</td>\n",
       "      <td>/player/271093/kailin-barlow/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>K. Barlow</td>\n",
       "      <td>Kailin Barlow</td>\n",
       "      <td>CDM</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-28</td>\n",
       "      <td>181</td>\n",
       "      <td>73</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>Sligo Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-11-02</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>High/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>37</td>\n",
       "      <td>30</td>\n",
       "      <td>47</td>\n",
       "      <td>51</td>\n",
       "      <td>37</td>\n",
       "      <td>49</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>35</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>32</td>\n",
       "      <td>51</td>\n",
       "      <td>43</td>\n",
       "      <td>53</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/093/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161581</th>\n",
       "      <td>271555</td>\n",
       "      <td>/player/271555/gideon-tetteh/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>G. Tetteh</td>\n",
       "      <td>Gideon Tetteh</td>\n",
       "      <td>RW, LW</td>\n",
       "      <td>46</td>\n",
       "      <td>70</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2005-05-20</td>\n",
       "      <td>175</td>\n",
       "      <td>68</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-06-24</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>383000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>43</td>\n",
       "      <td>59</td>\n",
       "      <td>52</td>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>59</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>63</td>\n",
       "      <td>43.0</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/555/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161582</th>\n",
       "      <td>271608</td>\n",
       "      <td>/player/271608/aqeel-al-dhafeeri/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>A. Al Dhafeeri</td>\n",
       "      <td>Aqeel Al Dhafeeri</td>\n",
       "      <td>CB</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2004-07-09</td>\n",
       "      <td>180</td>\n",
       "      <td>70</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Pro League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112990.0</td>\n",
       "      <td>Al Batin</td>\n",
       "      <td>RES</td>\n",
       "      <td>42.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-08-26</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>183</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>33</td>\n",
       "      <td>59</td>\n",
       "      <td>40</td>\n",
       "      <td>63</td>\n",
       "      <td>20</td>\n",
       "      <td>62</td>\n",
       "      <td>41</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>31</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>13+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/608/23_120.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>161583 rows × 110 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        player_id                                        player_url  \\\n",
       "0          158023                /player/158023/lionel-messi/150002   \n",
       "1           20801  /player/20801/c-ronaldo-dos-santos-aveiro/150002   \n",
       "2            9014                  /player/9014/arjen-robben/150002   \n",
       "3           41236           /player/41236/zlatan-ibrahimovic/150002   \n",
       "4          167495                /player/167495/manuel-neuer/150002   \n",
       "...           ...                                               ...   \n",
       "161578     269011                   /player/269011/ziye-zhao/230002   \n",
       "161579     269019                   /player/269019/junjie-wu/230002   \n",
       "161580     271093               /player/271093/kailin-barlow/230002   \n",
       "161581     271555               /player/271555/gideon-tetteh/230002   \n",
       "161582     271608           /player/271608/aqeel-al-dhafeeri/230002   \n",
       "\n",
       "        fifa_version  fifa_update fifa_update_date         short_name  \\\n",
       "0                 15            2       2014-09-18           L. Messi   \n",
       "1                 15            2       2014-09-18  Cristiano Ronaldo   \n",
       "2                 15            2       2014-09-18          A. Robben   \n",
       "3                 15            2       2014-09-18     Z. Ibrahimović   \n",
       "4                 15            2       2014-09-18           M. Neuer   \n",
       "...              ...          ...              ...                ...   \n",
       "161578            23            2       2022-09-26          Zhao Ziye   \n",
       "161579            23            2       2022-09-26          Wu Junjie   \n",
       "161580            23            2       2022-09-26          K. Barlow   \n",
       "161581            23            2       2022-09-26          G. Tetteh   \n",
       "161582            23            2       2022-09-26     A. Al Dhafeeri   \n",
       "\n",
       "                                  long_name player_positions  overall  \\\n",
       "0            Lionel Andrés Messi Cuccittini               CF       93   \n",
       "1       Cristiano Ronaldo dos Santos Aveiro           LW, LM       92   \n",
       "2                              Arjen Robben       RM, LM, RW       90   \n",
       "3                        Zlatan Ibrahimović               ST       90   \n",
       "4                        Manuel Peter Neuer               GK       90   \n",
       "...                                     ...              ...      ...   \n",
       "161578                                  赵梓业               RW       46   \n",
       "161579                                  吴俊杰               LB       46   \n",
       "161580                        Kailin Barlow              CDM       46   \n",
       "161581                        Gideon Tetteh           RW, LW       46   \n",
       "161582                    Aqeel Al Dhafeeri               CB       46   \n",
       "\n",
       "        potential    value_eur  wage_eur  age         dob  height_cm  \\\n",
       "0              95  100500000.0  550000.0   27  1987-06-24        169   \n",
       "1              92   79000000.0  375000.0   29  1985-02-05        185   \n",
       "2              90   54500000.0  275000.0   30  1984-01-23        180   \n",
       "3              90   52500000.0  275000.0   32  1981-10-03        195   \n",
       "4              90   63500000.0  300000.0   28  1986-03-27        193   \n",
       "...           ...          ...       ...  ...         ...        ...   \n",
       "161578         61     110000.0     700.0   18  2003-10-01        180   \n",
       "161579         58     110000.0     750.0   19  2003-06-02        188   \n",
       "161580         58     110000.0     500.0   19  2003-06-28        181   \n",
       "161581         70     150000.0     500.0   17  2005-05-20        175   \n",
       "161582         63     110000.0     500.0   17  2004-07-09        180   \n",
       "\n",
       "        weight_kg  league_id       league_name  league_level  club_team_id  \\\n",
       "0              67       53.0           La Liga           1.0         241.0   \n",
       "1              80       53.0           La Liga           1.0         243.0   \n",
       "2              80       19.0        Bundesliga           1.0          21.0   \n",
       "3              95       16.0           Ligue 1           1.0          73.0   \n",
       "4              92       19.0        Bundesliga           1.0          21.0   \n",
       "...           ...        ...               ...           ...           ...   \n",
       "161578         73     2012.0      Super League           1.0      112978.0   \n",
       "161579         83     2012.0      Super League           1.0      112429.0   \n",
       "161580         73       65.0  Premier Division           1.0         563.0   \n",
       "161581         68       65.0  Premier Division           1.0         306.0   \n",
       "161582         70      350.0        Pro League           1.0      112990.0   \n",
       "\n",
       "                  club_name club_position  club_jersey_number  \\\n",
       "0              FC Barcelona            CF                10.0   \n",
       "1            Real Madrid CF            LW                 7.0   \n",
       "2         FC Bayern München           SUB                10.0   \n",
       "3       Paris Saint-Germain            ST                10.0   \n",
       "4         FC Bayern München            GK                 1.0   \n",
       "...                     ...           ...                 ...   \n",
       "161578           Hebei CFFC           RES                45.0   \n",
       "161579        Guangzhou R&F           RES                41.0   \n",
       "161580         Sligo Rovers           RES                34.0   \n",
       "161581      Shamrock Rovers           RES                28.0   \n",
       "161582             Al Batin           RES                42.0   \n",
       "\n",
       "       club_loaned_from club_joined_date  club_contract_valid_until_year  \\\n",
       "0                   NaN       2004-07-01                          2018.0   \n",
       "1                   NaN       2009-07-01                          2018.0   \n",
       "2                   NaN       2009-08-28                          2017.0   \n",
       "3                   NaN       2012-07-01                          2016.0   \n",
       "4                   NaN       2011-07-01                          2019.0   \n",
       "...                 ...              ...                             ...   \n",
       "161578              NaN       2022-05-01                          2024.0   \n",
       "161579              NaN       2022-05-01                          2027.0   \n",
       "161580              NaN       2021-11-02                          2023.0   \n",
       "161581              NaN       2022-06-24                          2027.0   \n",
       "161582              NaN       2022-08-26                          2027.0   \n",
       "\n",
       "        nationality_id     nationality_name  nation_team_id nation_position  \\\n",
       "0                   52            Argentina          1369.0              CF   \n",
       "1                   38             Portugal          1354.0              LW   \n",
       "2                   34          Netherlands        105035.0              RS   \n",
       "3                   46               Sweden          1363.0              ST   \n",
       "4                   21              Germany          1337.0              GK   \n",
       "...                ...                  ...             ...             ...   \n",
       "161578             155             China PR             NaN             NaN   \n",
       "161579             155             China PR             NaN             NaN   \n",
       "161580              25  Republic of Ireland             NaN             NaN   \n",
       "161581              25  Republic of Ireland             NaN             NaN   \n",
       "161582             183         Saudi Arabia             NaN             NaN   \n",
       "\n",
       "        nation_jersey_number preferred_foot  weak_foot  skill_moves  \\\n",
       "0                       10.0           Left          3            4   \n",
       "1                        7.0          Right          4            5   \n",
       "2                       11.0           Left          2            4   \n",
       "3                       10.0          Right          4            4   \n",
       "4                        1.0          Right          4            1   \n",
       "...                      ...            ...        ...          ...   \n",
       "161578                   NaN          Right          3            2   \n",
       "161579                   NaN           Left          3            2   \n",
       "161580                   NaN          Right          2            2   \n",
       "161581                   NaN          Right          3            2   \n",
       "161582                   NaN          Right          3            2   \n",
       "\n",
       "        international_reputation      work_rate         body_type real_face  \\\n",
       "0                              5     Medium/Low     Normal (170-)       Yes   \n",
       "1                              5       High/Low     Normal (185+)       Yes   \n",
       "2                              5       High/Low  Normal (170-185)       Yes   \n",
       "3                              5     Medium/Low     Normal (185+)       Yes   \n",
       "4                              5  Medium/Medium     Normal (185+)       Yes   \n",
       "...                          ...            ...               ...       ...   \n",
       "161578                         1  Medium/Medium    Lean (170-185)        No   \n",
       "161579                         1  Medium/Medium     Normal (185+)        No   \n",
       "161580                         1    High/Medium  Normal (170-185)        No   \n",
       "161581                         1  Medium/Medium  Normal (170-185)        No   \n",
       "161582                         1  Medium/Medium    Lean (170-185)        No   \n",
       "\n",
       "        release_clause_eur  \\\n",
       "0                      NaN   \n",
       "1                      NaN   \n",
       "2                      NaN   \n",
       "3                      NaN   \n",
       "4                      NaN   \n",
       "...                    ...   \n",
       "161578            239000.0   \n",
       "161579            193000.0   \n",
       "161580            193000.0   \n",
       "161581            383000.0   \n",
       "161582            250000.0   \n",
       "\n",
       "                                                                                                    player_tags  \\\n",
       "0                        #Speedster, #Dribbler, #FK Specialist, #Acrobat, #Clinical Finisher, #Complete Forward   \n",
       "1                     #Speedster, #Dribbler, #Distance Shooter, #Acrobat, #Clinical Finisher, #Complete Forward   \n",
       "2                                                            #Speedster, #Dribbler, #Distance Shooter, #Acrobat   \n",
       "3       #Poacher, #Aerial Threat, #Distance Shooter, #Acrobat, #Strength, #Clinical Finisher, #Complete Forward   \n",
       "4                                                                                                           NaN   \n",
       "...                                                                                                         ...   \n",
       "161578                                                                                                      NaN   \n",
       "161579                                                                                                      NaN   \n",
       "161580                                                                                                      NaN   \n",
       "161581                                                                                                      NaN   \n",
       "161582                                                                                                      NaN   \n",
       "\n",
       "                                                                                                            player_traits  \\\n",
       "0                                                         Finesse Shot, Speed Dribbler (AI), One Club Player, Team Player   \n",
       "1                                                       Power Free-Kick, Flair, Long Shot Taker (AI), Speed Dribbler (AI)   \n",
       "2       Diver, Injury Prone, Avoids Using Weaker Foot, Selfish, Long Shot Taker (AI), Speed Dribbler (AI), Chip Shot (AI)   \n",
       "3                                       Power Free-Kick, Leadership, Flair, Long Shot Taker (AI), Technical Dribbler (AI)   \n",
       "4                                                                           GK Up for Corners, GK Long Throw, 1-on-1 Rush   \n",
       "...                                                                                                                   ...   \n",
       "161578                                                                                                                NaN   \n",
       "161579                                                                                                                NaN   \n",
       "161580                                                                                                                NaN   \n",
       "161581                                                                                                                NaN   \n",
       "161582                                                                                                                NaN   \n",
       "\n",
       "        pace  shooting  passing  dribbling  defending  physic  \\\n",
       "0       93.0      89.0     86.0       96.0       27.0    63.0   \n",
       "1       93.0      93.0     81.0       91.0       32.0    79.0   \n",
       "2       93.0      86.0     83.0       92.0       32.0    64.0   \n",
       "3       76.0      91.0     81.0       86.0       34.0    86.0   \n",
       "4        NaN       NaN      NaN        NaN        NaN     NaN   \n",
       "...      ...       ...      ...        ...        ...     ...   \n",
       "161578  63.0      48.0     40.0       47.0       24.0    44.0   \n",
       "161579  55.0      25.0     29.0       34.0       48.0    57.0   \n",
       "161580  65.0      36.0     43.0       46.0       43.0    53.0   \n",
       "161581  55.0      50.0     36.0       46.0       20.0    42.0   \n",
       "161582  61.0      22.0     26.0       32.0       45.0    57.0   \n",
       "\n",
       "        attacking_crossing  attacking_finishing  attacking_heading_accuracy  \\\n",
       "0                       84                   94                          71   \n",
       "1                       83                   95                          86   \n",
       "2                       80                   85                          50   \n",
       "3                       76                   91                          76   \n",
       "4                       25                   25                          25   \n",
       "...                    ...                  ...                         ...   \n",
       "161578                  48                   49                          36   \n",
       "161579                  30                   19                          42   \n",
       "161580                  37                   30                          47   \n",
       "161581                  29                   56                          45   \n",
       "161582                  21                   19                          37   \n",
       "\n",
       "        attacking_short_passing  attacking_volleys  skill_dribbling  \\\n",
       "0                            89                 85               96   \n",
       "1                            82                 87               93   \n",
       "2                            86                 86               93   \n",
       "3                            84                 92               88   \n",
       "4                            42                 25               25   \n",
       "...                         ...                ...              ...   \n",
       "161578                       38                 43               47   \n",
       "161579                       30                 25               30   \n",
       "161580                       51                 37               49   \n",
       "161581                       40                 37               44   \n",
       "161582                       32                 17               25   \n",
       "\n",
       "        skill_curve  skill_fk_accuracy  skill_long_passing  \\\n",
       "0                89                 90                  76   \n",
       "1                88                 79                  72   \n",
       "2                85                 83                  76   \n",
       "3                80                 80                  76   \n",
       "4                25                 25                  41   \n",
       "...             ...                ...                 ...   \n",
       "161578           39                 35                  33   \n",
       "161579           24                 26                  25   \n",
       "161580           30                 30                  43   \n",
       "161581           38                 25                  26   \n",
       "161582           21                 20                  29   \n",
       "\n",
       "        skill_ball_control  movement_acceleration  movement_sprint_speed  \\\n",
       "0                       96                     96                     90   \n",
       "1                       92                     91                     94   \n",
       "2                       90                     93                     93   \n",
       "3                       90                     74                     77   \n",
       "4                       31                     58                     61   \n",
       "...                    ...                    ...                    ...   \n",
       "161578                  45                     67                     60   \n",
       "161579                  32                     54                     56   \n",
       "161580                  35                     66                     64   \n",
       "161581                  43                     59                     52   \n",
       "161582                  31                     64                     58   \n",
       "\n",
       "        movement_agility  movement_reactions  movement_balance  \\\n",
       "0                     94                  94                95   \n",
       "1                     93                  90                63   \n",
       "2                     93                  89                91   \n",
       "3                     86                  85                41   \n",
       "4                     43                  89                35   \n",
       "...                  ...                 ...               ...   \n",
       "161578                54                  39                66   \n",
       "161579                45                  42                48   \n",
       "161580                58                  50                65   \n",
       "161581                57                  45                60   \n",
       "161582                55                  40                52   \n",
       "\n",
       "        power_shot_power  power_jumping  power_stamina  power_strength  \\\n",
       "0                     80             73             77              60   \n",
       "1                     94             94             89              79   \n",
       "2                     86             61             78              65   \n",
       "3                     93             72             78              93   \n",
       "4                     42             78             44              83   \n",
       "...                  ...            ...            ...             ...   \n",
       "161578                64             41             42              52   \n",
       "161579                33             56             53              64   \n",
       "161580                51             52             53              53   \n",
       "161581                42             67             59              36   \n",
       "161582                33             59             40              63   \n",
       "\n",
       "        power_long_shots  mentality_aggression  mentality_interceptions  \\\n",
       "0                     88                    48                       22   \n",
       "1                     93                    63                       24   \n",
       "2                     90                    47                       39   \n",
       "3                     88                    84                       20   \n",
       "4                     25                    29                       30   \n",
       "...                  ...                   ...                      ...   \n",
       "161578                31                    26                       21   \n",
       "161579                25                    46                       46   \n",
       "161580                32                    51                       43   \n",
       "161581                47                    27                       16   \n",
       "161582                20                    62                       41   \n",
       "\n",
       "        mentality_positioning  mentality_vision  mentality_penalties  \\\n",
       "0                          92                90                   76   \n",
       "1                          91                81                   85   \n",
       "2                          89                84                   80   \n",
       "3                          86                83                   91   \n",
       "4                          25                20                   37   \n",
       "...                       ...               ...                  ...   \n",
       "161578                     40                42                   54   \n",
       "161579                     31                31                   31   \n",
       "161580                     53                40                   37   \n",
       "161581                     45                44                   63   \n",
       "161582                     22                20                   25   \n",
       "\n",
       "        mentality_composure  defending_marking_awareness  \\\n",
       "0                       NaN                           25   \n",
       "1                       NaN                           22   \n",
       "2                       NaN                           29   \n",
       "3                       NaN                           25   \n",
       "4                       NaN                           25   \n",
       "...                     ...                          ...   \n",
       "161578                 40.0                           23   \n",
       "161579                 35.0                           50   \n",
       "161580                 35.0                           36   \n",
       "161581                 43.0                           19   \n",
       "161582                 30.0                           50   \n",
       "\n",
       "        defending_standing_tackle  defending_sliding_tackle  \\\n",
       "0                              21                        20   \n",
       "1                              31                        23   \n",
       "2                              26                        26   \n",
       "3                              41                        27   \n",
       "4                              25                        25   \n",
       "...                           ...                       ...   \n",
       "161578                         21                        25   \n",
       "161579                         51                        45   \n",
       "161580                         45                        50   \n",
       "161581                         17                        14   \n",
       "161582                         45                        42   \n",
       "\n",
       "        goalkeeping_diving  goalkeeping_handling  goalkeeping_kicking  \\\n",
       "0                        6                    11                   15   \n",
       "1                        7                    11                   15   \n",
       "2                       10                     8                   11   \n",
       "3                       13                    15                   10   \n",
       "4                       87                    85                   92   \n",
       "...                    ...                   ...                  ...   \n",
       "161578                   9                    13                   13   \n",
       "161579                   6                    14                    8   \n",
       "161580                   8                     9                    7   \n",
       "161581                  13                    12                   14   \n",
       "161582                  13                     7                    6   \n",
       "\n",
       "        goalkeeping_positioning  goalkeeping_reflexes  goalkeeping_speed  \\\n",
       "0                            14                     8                NaN   \n",
       "1                            14                    11                NaN   \n",
       "2                             5                    15                NaN   \n",
       "3                             9                    12                NaN   \n",
       "4                            90                    86               60.0   \n",
       "...                         ...                   ...                ...   \n",
       "161578                       12                     7                NaN   \n",
       "161579                       13                    14                NaN   \n",
       "161580                       14                     9                NaN   \n",
       "161581                        7                    13                NaN   \n",
       "161582                        6                    14                NaN   \n",
       "\n",
       "          ls    st    rs    lw    lf    cf    rf    rw   lam   cam   ram  \\\n",
       "0       89+3  89+3  89+3  92+3  90+3  90+3  90+3  92+3  92+3  92+3  92+3   \n",
       "1       91+1  91+1  91+1  89+3  91+1  91+1  91+1  89+3  89+3  89+3  89+3   \n",
       "2       84+3  84+3  84+3  88+2  87+3  87+3  87+3  88+2  88+2  88+2  88+2   \n",
       "3       87+3  87+3  87+3  84+3  86+3  86+3  86+3  84+3  86+3  86+3  86+3   \n",
       "4       38+3  38+3  38+3  36+3  37+3  37+3  37+3  36+3  36+3  36+3  36+3   \n",
       "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "161578  47+2  47+2  47+2    46    46    46    46    46  44+2  44+2  44+2   \n",
       "161579  35+2  35+2  35+2    34    33    33    33    34  32+2  32+2  32+2   \n",
       "161580  46+2  46+2  46+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "161581  47+2  47+2  47+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "161582  32+2  32+2  32+2    31    30    30    30    31  30+2  30+2  30+2   \n",
       "\n",
       "          lm   lcm    cm   rcm    rm   lwb   ldm   cdm   rdm   rwb    lb  \\\n",
       "0       90+3  79+3  79+3  79+3  90+3  62+3  62+3  62+3  62+3  62+3  54+3   \n",
       "1       87+3  77+3  77+3  77+3  87+3  63+3  63+3  63+3  63+3  63+3  57+3   \n",
       "2       87+3  78+3  78+3  78+3  87+3  64+3  64+3  64+3  64+3  64+3  55+3   \n",
       "3       83+3  76+3  76+3  76+3  83+3  61+3  65+3  65+3  65+3  61+3  56+3   \n",
       "4       38+3  36+3  36+3  36+3  38+3  36+3  40+3  40+3  40+3  36+3  36+3   \n",
       "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "161578  46+2  38+2  38+2  38+2  46+2  37+2  32+2  32+2  32+2  37+2  36+2   \n",
       "161579  35+2  34+2  34+2  34+2  35+2  43+2  41+2  41+2  41+2  43+2  44+2   \n",
       "161580  47+2  44+2  44+2  44+2  47+2  47+2  45+2  45+2  45+2  47+2  47+2   \n",
       "161581  44+2  39+2  39+2  39+2  44+2  34+2  30+2  30+2  30+2  34+2  32+2   \n",
       "161582  32+2  30+2  30+2  30+2  32+2  39+2  40+2  40+2  40+2  39+2  41+2   \n",
       "\n",
       "         lcb    cb   rcb    rb    gk  \\\n",
       "0       45+3  45+3  45+3  54+3  15+3   \n",
       "1       52+3  52+3  52+3  57+3  16+3   \n",
       "2       46+3  46+3  46+3  55+3  14+3   \n",
       "3       55+3  55+3  55+3  56+3  17+3   \n",
       "4       38+3  38+3  38+3  36+3  87+3   \n",
       "...      ...   ...   ...   ...   ...   \n",
       "161578  31+2  31+2  31+2  36+2  14+2   \n",
       "161579  48+2  48+2  48+2  44+2  15+2   \n",
       "161580  46+2  46+2  46+2  47+2  14+2   \n",
       "161581  28+2  28+2  28+2  32+2  15+2   \n",
       "161582  46+2  46+2  46+2  41+2  13+2   \n",
       "\n",
       "                                          player_face_url  \n",
       "0       https://cdn.sofifa.net/players/158/023/15_120.png  \n",
       "1       https://cdn.sofifa.net/players/020/801/15_120.png  \n",
       "2       https://cdn.sofifa.net/players/009/014/15_120.png  \n",
       "3       https://cdn.sofifa.net/players/041/236/15_120.png  \n",
       "4       https://cdn.sofifa.net/players/167/495/15_120.png  \n",
       "...                                                   ...  \n",
       "161578  https://cdn.sofifa.net/players/269/011/23_120.png  \n",
       "161579  https://cdn.sofifa.net/players/269/019/23_120.png  \n",
       "161580  https://cdn.sofifa.net/players/271/093/23_120.png  \n",
       "161581  https://cdn.sofifa.net/players/271/555/23_120.png  \n",
       "161582  https://cdn.sofifa.net/players/271/608/23_120.png  \n",
       "\n",
       "[161583 rows x 110 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 500)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e3ada1f7-de49-4976-9f3a-d7100a5a7dc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player_id</th>\n",
       "      <th>player_url</th>\n",
       "      <th>fifa_version</th>\n",
       "      <th>fifa_update</th>\n",
       "      <th>fifa_update_date</th>\n",
       "      <th>short_name</th>\n",
       "      <th>long_name</th>\n",
       "      <th>player_positions</th>\n",
       "      <th>overall</th>\n",
       "      <th>potential</th>\n",
       "      <th>value_eur</th>\n",
       "      <th>wage_eur</th>\n",
       "      <th>age</th>\n",
       "      <th>dob</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>league_id</th>\n",
       "      <th>league_name</th>\n",
       "      <th>league_level</th>\n",
       "      <th>club_team_id</th>\n",
       "      <th>club_name</th>\n",
       "      <th>club_position</th>\n",
       "      <th>club_jersey_number</th>\n",
       "      <th>club_loaned_from</th>\n",
       "      <th>club_joined_date</th>\n",
       "      <th>club_contract_valid_until_year</th>\n",
       "      <th>nationality_id</th>\n",
       "      <th>nationality_name</th>\n",
       "      <th>nation_team_id</th>\n",
       "      <th>nation_position</th>\n",
       "      <th>nation_jersey_number</th>\n",
       "      <th>preferred_foot</th>\n",
       "      <th>weak_foot</th>\n",
       "      <th>skill_moves</th>\n",
       "      <th>international_reputation</th>\n",
       "      <th>work_rate</th>\n",
       "      <th>body_type</th>\n",
       "      <th>real_face</th>\n",
       "      <th>release_clause_eur</th>\n",
       "      <th>player_tags</th>\n",
       "      <th>player_traits</th>\n",
       "      <th>pace</th>\n",
       "      <th>shooting</th>\n",
       "      <th>passing</th>\n",
       "      <th>dribbling</th>\n",
       "      <th>defending</th>\n",
       "      <th>physic</th>\n",
       "      <th>attacking_crossing</th>\n",
       "      <th>attacking_finishing</th>\n",
       "      <th>attacking_heading_accuracy</th>\n",
       "      <th>attacking_short_passing</th>\n",
       "      <th>attacking_volleys</th>\n",
       "      <th>skill_dribbling</th>\n",
       "      <th>skill_curve</th>\n",
       "      <th>skill_fk_accuracy</th>\n",
       "      <th>skill_long_passing</th>\n",
       "      <th>skill_ball_control</th>\n",
       "      <th>movement_acceleration</th>\n",
       "      <th>movement_sprint_speed</th>\n",
       "      <th>movement_agility</th>\n",
       "      <th>movement_reactions</th>\n",
       "      <th>movement_balance</th>\n",
       "      <th>power_shot_power</th>\n",
       "      <th>power_jumping</th>\n",
       "      <th>power_stamina</th>\n",
       "      <th>power_strength</th>\n",
       "      <th>power_long_shots</th>\n",
       "      <th>mentality_aggression</th>\n",
       "      <th>mentality_interceptions</th>\n",
       "      <th>mentality_positioning</th>\n",
       "      <th>mentality_vision</th>\n",
       "      <th>mentality_penalties</th>\n",
       "      <th>mentality_composure</th>\n",
       "      <th>defending_marking_awareness</th>\n",
       "      <th>defending_standing_tackle</th>\n",
       "      <th>defending_sliding_tackle</th>\n",
       "      <th>goalkeeping_diving</th>\n",
       "      <th>goalkeeping_handling</th>\n",
       "      <th>goalkeeping_kicking</th>\n",
       "      <th>goalkeeping_positioning</th>\n",
       "      <th>goalkeeping_reflexes</th>\n",
       "      <th>goalkeeping_speed</th>\n",
       "      <th>ls</th>\n",
       "      <th>st</th>\n",
       "      <th>rs</th>\n",
       "      <th>lw</th>\n",
       "      <th>lf</th>\n",
       "      <th>cf</th>\n",
       "      <th>rf</th>\n",
       "      <th>rw</th>\n",
       "      <th>lam</th>\n",
       "      <th>cam</th>\n",
       "      <th>ram</th>\n",
       "      <th>lm</th>\n",
       "      <th>lcm</th>\n",
       "      <th>cm</th>\n",
       "      <th>rcm</th>\n",
       "      <th>rm</th>\n",
       "      <th>lwb</th>\n",
       "      <th>ldm</th>\n",
       "      <th>cdm</th>\n",
       "      <th>rdm</th>\n",
       "      <th>rwb</th>\n",
       "      <th>lb</th>\n",
       "      <th>lcb</th>\n",
       "      <th>cb</th>\n",
       "      <th>rcb</th>\n",
       "      <th>rb</th>\n",
       "      <th>gk</th>\n",
       "      <th>player_face_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158023</td>\n",
       "      <td>/player/158023/lionel-messi/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Andrés Messi Cuccittini</td>\n",
       "      <td>CF</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>100500000.0</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1987-06-24</td>\n",
       "      <td>169</td>\n",
       "      <td>67</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>52</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>CF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Medium/Low</td>\n",
       "      <td>Normal (170-)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #FK Specialist, #Acrobat, #Clinical Finisher, #Complete Forward</td>\n",
       "      <td>Finesse Shot, Speed Dribbler (AI), One Club Player, Team Player</td>\n",
       "      <td>93.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>84</td>\n",
       "      <td>94</td>\n",
       "      <td>71</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>88</td>\n",
       "      <td>48</td>\n",
       "      <td>22</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>92+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>79+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>62+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>45+3</td>\n",
       "      <td>54+3</td>\n",
       "      <td>15+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20801</td>\n",
       "      <td>/player/20801/c-ronaldo-dos-santos-aveiro/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>Cristiano Ronaldo dos Santos Aveiro</td>\n",
       "      <td>LW, LM</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>79000000.0</td>\n",
       "      <td>375000.0</td>\n",
       "      <td>29</td>\n",
       "      <td>1985-02-05</td>\n",
       "      <td>185</td>\n",
       "      <td>80</td>\n",
       "      <td>53.0</td>\n",
       "      <td>La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-07-01</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>38</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>1354.0</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acrobat, #Clinical Finisher, #Complete Forward</td>\n",
       "      <td>Power Free-Kick, Flair, Long Shot Taker (AI), Speed Dribbler (AI)</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>83</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>79</td>\n",
       "      <td>72</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>63</td>\n",
       "      <td>24</td>\n",
       "      <td>91</td>\n",
       "      <td>81</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>31</td>\n",
       "      <td>23</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>91+1</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>77+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>63+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>52+3</td>\n",
       "      <td>57+3</td>\n",
       "      <td>16+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/020/801/15_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9014</td>\n",
       "      <td>/player/9014/arjen-robben/150002</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>A. Robben</td>\n",
       "      <td>Arjen Robben</td>\n",
       "      <td>RM, LM, RW</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>54500000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1984-01-23</td>\n",
       "      <td>180</td>\n",
       "      <td>80</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Bundesliga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>SUB</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-08-28</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>34</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>105035.0</td>\n",
       "      <td>RS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>High/Low</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#Speedster, #Dribbler, #Distance Shooter, #Acrobat</td>\n",
       "      <td>Diver, Injury Prone, Avoids Using Weaker Foot, Selfish, Long Shot Taker (AI), Speed Dribbler (AI), Chip Shot (AI)</td>\n",
       "      <td>93.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>93</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>76</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "      <td>78</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>89</td>\n",
       "      <td>84</td>\n",
       "      <td>80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>87+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>78+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>64+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>46+3</td>\n",
       "      <td>55+3</td>\n",
       "      <td>14+3</td>\n",
       "      <td>https://cdn.sofifa.net/players/009/014/15_120.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   player_id                                        player_url  fifa_version  \\\n",
       "0     158023                /player/158023/lionel-messi/150002            15   \n",
       "1      20801  /player/20801/c-ronaldo-dos-santos-aveiro/150002            15   \n",
       "2       9014                  /player/9014/arjen-robben/150002            15   \n",
       "\n",
       "   fifa_update fifa_update_date         short_name  \\\n",
       "0            2       2014-09-18           L. Messi   \n",
       "1            2       2014-09-18  Cristiano Ronaldo   \n",
       "2            2       2014-09-18          A. Robben   \n",
       "\n",
       "                             long_name player_positions  overall  potential  \\\n",
       "0       Lionel Andrés Messi Cuccittini               CF       93         95   \n",
       "1  Cristiano Ronaldo dos Santos Aveiro           LW, LM       92         92   \n",
       "2                         Arjen Robben       RM, LM, RW       90         90   \n",
       "\n",
       "     value_eur  wage_eur  age         dob  height_cm  weight_kg  league_id  \\\n",
       "0  100500000.0  550000.0   27  1987-06-24        169         67       53.0   \n",
       "1   79000000.0  375000.0   29  1985-02-05        185         80       53.0   \n",
       "2   54500000.0  275000.0   30  1984-01-23        180         80       19.0   \n",
       "\n",
       "  league_name  league_level  club_team_id          club_name club_position  \\\n",
       "0     La Liga           1.0         241.0       FC Barcelona            CF   \n",
       "1     La Liga           1.0         243.0     Real Madrid CF            LW   \n",
       "2  Bundesliga           1.0          21.0  FC Bayern München           SUB   \n",
       "\n",
       "   club_jersey_number club_loaned_from club_joined_date  \\\n",
       "0                10.0              NaN       2004-07-01   \n",
       "1                 7.0              NaN       2009-07-01   \n",
       "2                10.0              NaN       2009-08-28   \n",
       "\n",
       "   club_contract_valid_until_year  nationality_id nationality_name  \\\n",
       "0                          2018.0              52        Argentina   \n",
       "1                          2018.0              38         Portugal   \n",
       "2                          2017.0              34      Netherlands   \n",
       "\n",
       "   nation_team_id nation_position  nation_jersey_number preferred_foot  \\\n",
       "0          1369.0              CF                  10.0           Left   \n",
       "1          1354.0              LW                   7.0          Right   \n",
       "2        105035.0              RS                  11.0           Left   \n",
       "\n",
       "   weak_foot  skill_moves  international_reputation   work_rate  \\\n",
       "0          3            4                         5  Medium/Low   \n",
       "1          4            5                         5    High/Low   \n",
       "2          2            4                         5    High/Low   \n",
       "\n",
       "          body_type real_face  release_clause_eur  \\\n",
       "0     Normal (170-)       Yes                 NaN   \n",
       "1     Normal (185+)       Yes                 NaN   \n",
       "2  Normal (170-185)       Yes                 NaN   \n",
       "\n",
       "                                                                                 player_tags  \\\n",
       "0     #Speedster, #Dribbler, #FK Specialist, #Acrobat, #Clinical Finisher, #Complete Forward   \n",
       "1  #Speedster, #Dribbler, #Distance Shooter, #Acrobat, #Clinical Finisher, #Complete Forward   \n",
       "2                                         #Speedster, #Dribbler, #Distance Shooter, #Acrobat   \n",
       "\n",
       "                                                                                                       player_traits  \\\n",
       "0                                                    Finesse Shot, Speed Dribbler (AI), One Club Player, Team Player   \n",
       "1                                                  Power Free-Kick, Flair, Long Shot Taker (AI), Speed Dribbler (AI)   \n",
       "2  Diver, Injury Prone, Avoids Using Weaker Foot, Selfish, Long Shot Taker (AI), Speed Dribbler (AI), Chip Shot (AI)   \n",
       "\n",
       "   pace  shooting  passing  dribbling  defending  physic  attacking_crossing  \\\n",
       "0  93.0      89.0     86.0       96.0       27.0    63.0                  84   \n",
       "1  93.0      93.0     81.0       91.0       32.0    79.0                  83   \n",
       "2  93.0      86.0     83.0       92.0       32.0    64.0                  80   \n",
       "\n",
       "   attacking_finishing  attacking_heading_accuracy  attacking_short_passing  \\\n",
       "0                   94                          71                       89   \n",
       "1                   95                          86                       82   \n",
       "2                   85                          50                       86   \n",
       "\n",
       "   attacking_volleys  skill_dribbling  skill_curve  skill_fk_accuracy  \\\n",
       "0                 85               96           89                 90   \n",
       "1                 87               93           88                 79   \n",
       "2                 86               93           85                 83   \n",
       "\n",
       "   skill_long_passing  skill_ball_control  movement_acceleration  \\\n",
       "0                  76                  96                     96   \n",
       "1                  72                  92                     91   \n",
       "2                  76                  90                     93   \n",
       "\n",
       "   movement_sprint_speed  movement_agility  movement_reactions  \\\n",
       "0                     90                94                  94   \n",
       "1                     94                93                  90   \n",
       "2                     93                93                  89   \n",
       "\n",
       "   movement_balance  power_shot_power  power_jumping  power_stamina  \\\n",
       "0                95                80             73             77   \n",
       "1                63                94             94             89   \n",
       "2                91                86             61             78   \n",
       "\n",
       "   power_strength  power_long_shots  mentality_aggression  \\\n",
       "0              60                88                    48   \n",
       "1              79                93                    63   \n",
       "2              65                90                    47   \n",
       "\n",
       "   mentality_interceptions  mentality_positioning  mentality_vision  \\\n",
       "0                       22                     92                90   \n",
       "1                       24                     91                81   \n",
       "2                       39                     89                84   \n",
       "\n",
       "   mentality_penalties  mentality_composure  defending_marking_awareness  \\\n",
       "0                   76                  NaN                           25   \n",
       "1                   85                  NaN                           22   \n",
       "2                   80                  NaN                           29   \n",
       "\n",
       "   defending_standing_tackle  defending_sliding_tackle  goalkeeping_diving  \\\n",
       "0                         21                        20                   6   \n",
       "1                         31                        23                   7   \n",
       "2                         26                        26                  10   \n",
       "\n",
       "   goalkeeping_handling  goalkeeping_kicking  goalkeeping_positioning  \\\n",
       "0                    11                   15                       14   \n",
       "1                    11                   15                       14   \n",
       "2                     8                   11                        5   \n",
       "\n",
       "   goalkeeping_reflexes  goalkeeping_speed    ls    st    rs    lw    lf  \\\n",
       "0                     8                NaN  89+3  89+3  89+3  92+3  90+3   \n",
       "1                    11                NaN  91+1  91+1  91+1  89+3  91+1   \n",
       "2                    15                NaN  84+3  84+3  84+3  88+2  87+3   \n",
       "\n",
       "     cf    rf    rw   lam   cam   ram    lm   lcm    cm   rcm    rm   lwb  \\\n",
       "0  90+3  90+3  92+3  92+3  92+3  92+3  90+3  79+3  79+3  79+3  90+3  62+3   \n",
       "1  91+1  91+1  89+3  89+3  89+3  89+3  87+3  77+3  77+3  77+3  87+3  63+3   \n",
       "2  87+3  87+3  88+2  88+2  88+2  88+2  87+3  78+3  78+3  78+3  87+3  64+3   \n",
       "\n",
       "    ldm   cdm   rdm   rwb    lb   lcb    cb   rcb    rb    gk  \\\n",
       "0  62+3  62+3  62+3  62+3  54+3  45+3  45+3  45+3  54+3  15+3   \n",
       "1  63+3  63+3  63+3  63+3  57+3  52+3  52+3  52+3  57+3  16+3   \n",
       "2  64+3  64+3  64+3  64+3  55+3  46+3  46+3  46+3  55+3  14+3   \n",
       "\n",
       "                                     player_face_url  \n",
       "0  https://cdn.sofifa.net/players/158/023/15_120.png  \n",
       "1  https://cdn.sofifa.net/players/020/801/15_120.png  \n",
       "2  https://cdn.sofifa.net/players/009/014/15_120.png  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8d6fb192-1ebe-4d85-8018-959dbcacd0e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player_id</th>\n",
       "      <th>player_url</th>\n",
       "      <th>fifa_version</th>\n",
       "      <th>fifa_update</th>\n",
       "      <th>fifa_update_date</th>\n",
       "      <th>short_name</th>\n",
       "      <th>long_name</th>\n",
       "      <th>player_positions</th>\n",
       "      <th>overall</th>\n",
       "      <th>potential</th>\n",
       "      <th>value_eur</th>\n",
       "      <th>wage_eur</th>\n",
       "      <th>age</th>\n",
       "      <th>dob</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>league_id</th>\n",
       "      <th>league_name</th>\n",
       "      <th>league_level</th>\n",
       "      <th>club_team_id</th>\n",
       "      <th>club_name</th>\n",
       "      <th>club_position</th>\n",
       "      <th>club_jersey_number</th>\n",
       "      <th>club_loaned_from</th>\n",
       "      <th>club_joined_date</th>\n",
       "      <th>club_contract_valid_until_year</th>\n",
       "      <th>nationality_id</th>\n",
       "      <th>nationality_name</th>\n",
       "      <th>nation_team_id</th>\n",
       "      <th>nation_position</th>\n",
       "      <th>nation_jersey_number</th>\n",
       "      <th>preferred_foot</th>\n",
       "      <th>weak_foot</th>\n",
       "      <th>skill_moves</th>\n",
       "      <th>international_reputation</th>\n",
       "      <th>work_rate</th>\n",
       "      <th>body_type</th>\n",
       "      <th>real_face</th>\n",
       "      <th>release_clause_eur</th>\n",
       "      <th>player_tags</th>\n",
       "      <th>player_traits</th>\n",
       "      <th>pace</th>\n",
       "      <th>shooting</th>\n",
       "      <th>passing</th>\n",
       "      <th>dribbling</th>\n",
       "      <th>defending</th>\n",
       "      <th>physic</th>\n",
       "      <th>attacking_crossing</th>\n",
       "      <th>attacking_finishing</th>\n",
       "      <th>attacking_heading_accuracy</th>\n",
       "      <th>attacking_short_passing</th>\n",
       "      <th>attacking_volleys</th>\n",
       "      <th>skill_dribbling</th>\n",
       "      <th>skill_curve</th>\n",
       "      <th>skill_fk_accuracy</th>\n",
       "      <th>skill_long_passing</th>\n",
       "      <th>skill_ball_control</th>\n",
       "      <th>movement_acceleration</th>\n",
       "      <th>movement_sprint_speed</th>\n",
       "      <th>movement_agility</th>\n",
       "      <th>movement_reactions</th>\n",
       "      <th>movement_balance</th>\n",
       "      <th>power_shot_power</th>\n",
       "      <th>power_jumping</th>\n",
       "      <th>power_stamina</th>\n",
       "      <th>power_strength</th>\n",
       "      <th>power_long_shots</th>\n",
       "      <th>mentality_aggression</th>\n",
       "      <th>mentality_interceptions</th>\n",
       "      <th>mentality_positioning</th>\n",
       "      <th>mentality_vision</th>\n",
       "      <th>mentality_penalties</th>\n",
       "      <th>mentality_composure</th>\n",
       "      <th>defending_marking_awareness</th>\n",
       "      <th>defending_standing_tackle</th>\n",
       "      <th>defending_sliding_tackle</th>\n",
       "      <th>goalkeeping_diving</th>\n",
       "      <th>goalkeeping_handling</th>\n",
       "      <th>goalkeeping_kicking</th>\n",
       "      <th>goalkeeping_positioning</th>\n",
       "      <th>goalkeeping_reflexes</th>\n",
       "      <th>goalkeeping_speed</th>\n",
       "      <th>ls</th>\n",
       "      <th>st</th>\n",
       "      <th>rs</th>\n",
       "      <th>lw</th>\n",
       "      <th>lf</th>\n",
       "      <th>cf</th>\n",
       "      <th>rf</th>\n",
       "      <th>rw</th>\n",
       "      <th>lam</th>\n",
       "      <th>cam</th>\n",
       "      <th>ram</th>\n",
       "      <th>lm</th>\n",
       "      <th>lcm</th>\n",
       "      <th>cm</th>\n",
       "      <th>rcm</th>\n",
       "      <th>rm</th>\n",
       "      <th>lwb</th>\n",
       "      <th>ldm</th>\n",
       "      <th>cdm</th>\n",
       "      <th>rdm</th>\n",
       "      <th>rwb</th>\n",
       "      <th>lb</th>\n",
       "      <th>lcb</th>\n",
       "      <th>cb</th>\n",
       "      <th>rcb</th>\n",
       "      <th>rb</th>\n",
       "      <th>gk</th>\n",
       "      <th>player_face_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>161578</th>\n",
       "      <td>269011</td>\n",
       "      <td>/player/269011/ziye-zhao/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Zhao Ziye</td>\n",
       "      <td>赵梓业</td>\n",
       "      <td>RW</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>18</td>\n",
       "      <td>2003-10-01</td>\n",
       "      <td>180</td>\n",
       "      <td>73</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112978.0</td>\n",
       "      <td>Hebei CFFC</td>\n",
       "      <td>RES</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2024.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>239000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>33</td>\n",
       "      <td>45</td>\n",
       "      <td>67</td>\n",
       "      <td>60</td>\n",
       "      <td>54</td>\n",
       "      <td>39</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>52</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>40</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23</td>\n",
       "      <td>21</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>38+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>37+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>31+2</td>\n",
       "      <td>36+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/011/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161579</th>\n",
       "      <td>269019</td>\n",
       "      <td>/player/269019/junjie-wu/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>Wu Junjie</td>\n",
       "      <td>吴俊杰</td>\n",
       "      <td>LB</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-02</td>\n",
       "      <td>188</td>\n",
       "      <td>83</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Super League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112429.0</td>\n",
       "      <td>Guangzhou R&amp;F</td>\n",
       "      <td>RES</td>\n",
       "      <td>41.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>155</td>\n",
       "      <td>China PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (185+)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>42</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>48</td>\n",
       "      <td>33</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>25</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>45</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>35+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>43+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>48+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/269/019/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161580</th>\n",
       "      <td>271093</td>\n",
       "      <td>/player/271093/kailin-barlow/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>K. Barlow</td>\n",
       "      <td>Kailin Barlow</td>\n",
       "      <td>CDM</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2003-06-28</td>\n",
       "      <td>181</td>\n",
       "      <td>73</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>Sligo Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-11-02</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>High/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>37</td>\n",
       "      <td>30</td>\n",
       "      <td>47</td>\n",
       "      <td>51</td>\n",
       "      <td>37</td>\n",
       "      <td>49</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>35</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>32</td>\n",
       "      <td>51</td>\n",
       "      <td>43</td>\n",
       "      <td>53</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>14+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/093/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161581</th>\n",
       "      <td>271555</td>\n",
       "      <td>/player/271555/gideon-tetteh/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>G. Tetteh</td>\n",
       "      <td>Gideon Tetteh</td>\n",
       "      <td>RW, LW</td>\n",
       "      <td>46</td>\n",
       "      <td>70</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2005-05-20</td>\n",
       "      <td>175</td>\n",
       "      <td>68</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Premier Division</td>\n",
       "      <td>1.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>RES</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-06-24</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>25</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Normal (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>383000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>43</td>\n",
       "      <td>59</td>\n",
       "      <td>52</td>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>59</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>63</td>\n",
       "      <td>43.0</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>45+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>44+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>34+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>28+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>15+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/555/23_120.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161582</th>\n",
       "      <td>271608</td>\n",
       "      <td>/player/271608/aqeel-al-dhafeeri/230002</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>A. Al Dhafeeri</td>\n",
       "      <td>Aqeel Al Dhafeeri</td>\n",
       "      <td>CB</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2004-07-09</td>\n",
       "      <td>180</td>\n",
       "      <td>70</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Pro League</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112990.0</td>\n",
       "      <td>Al Batin</td>\n",
       "      <td>RES</td>\n",
       "      <td>42.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-08-26</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>183</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Medium/Medium</td>\n",
       "      <td>Lean (170-185)</td>\n",
       "      <td>No</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>33</td>\n",
       "      <td>59</td>\n",
       "      <td>40</td>\n",
       "      <td>63</td>\n",
       "      <td>20</td>\n",
       "      <td>62</td>\n",
       "      <td>41</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>31</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>30+2</td>\n",
       "      <td>32+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>40+2</td>\n",
       "      <td>39+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>46+2</td>\n",
       "      <td>41+2</td>\n",
       "      <td>13+2</td>\n",
       "      <td>https://cdn.sofifa.net/players/271/608/23_120.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        player_id                               player_url  fifa_version  \\\n",
       "161578     269011          /player/269011/ziye-zhao/230002            23   \n",
       "161579     269019          /player/269019/junjie-wu/230002            23   \n",
       "161580     271093      /player/271093/kailin-barlow/230002            23   \n",
       "161581     271555      /player/271555/gideon-tetteh/230002            23   \n",
       "161582     271608  /player/271608/aqeel-al-dhafeeri/230002            23   \n",
       "\n",
       "        fifa_update fifa_update_date      short_name          long_name  \\\n",
       "161578            2       2022-09-26       Zhao Ziye                赵梓业   \n",
       "161579            2       2022-09-26       Wu Junjie                吴俊杰   \n",
       "161580            2       2022-09-26       K. Barlow      Kailin Barlow   \n",
       "161581            2       2022-09-26       G. Tetteh      Gideon Tetteh   \n",
       "161582            2       2022-09-26  A. Al Dhafeeri  Aqeel Al Dhafeeri   \n",
       "\n",
       "       player_positions  overall  potential  value_eur  wage_eur  age  \\\n",
       "161578               RW       46         61   110000.0     700.0   18   \n",
       "161579               LB       46         58   110000.0     750.0   19   \n",
       "161580              CDM       46         58   110000.0     500.0   19   \n",
       "161581           RW, LW       46         70   150000.0     500.0   17   \n",
       "161582               CB       46         63   110000.0     500.0   17   \n",
       "\n",
       "               dob  height_cm  weight_kg  league_id       league_name  \\\n",
       "161578  2003-10-01        180         73     2012.0      Super League   \n",
       "161579  2003-06-02        188         83     2012.0      Super League   \n",
       "161580  2003-06-28        181         73       65.0  Premier Division   \n",
       "161581  2005-05-20        175         68       65.0  Premier Division   \n",
       "161582  2004-07-09        180         70      350.0        Pro League   \n",
       "\n",
       "        league_level  club_team_id        club_name club_position  \\\n",
       "161578           1.0      112978.0       Hebei CFFC           RES   \n",
       "161579           1.0      112429.0    Guangzhou R&F           RES   \n",
       "161580           1.0         563.0     Sligo Rovers           RES   \n",
       "161581           1.0         306.0  Shamrock Rovers           RES   \n",
       "161582           1.0      112990.0         Al Batin           RES   \n",
       "\n",
       "        club_jersey_number club_loaned_from club_joined_date  \\\n",
       "161578                45.0              NaN       2022-05-01   \n",
       "161579                41.0              NaN       2022-05-01   \n",
       "161580                34.0              NaN       2021-11-02   \n",
       "161581                28.0              NaN       2022-06-24   \n",
       "161582                42.0              NaN       2022-08-26   \n",
       "\n",
       "        club_contract_valid_until_year  nationality_id     nationality_name  \\\n",
       "161578                          2024.0             155             China PR   \n",
       "161579                          2027.0             155             China PR   \n",
       "161580                          2023.0              25  Republic of Ireland   \n",
       "161581                          2027.0              25  Republic of Ireland   \n",
       "161582                          2027.0             183         Saudi Arabia   \n",
       "\n",
       "        nation_team_id nation_position  nation_jersey_number preferred_foot  \\\n",
       "161578             NaN             NaN                   NaN          Right   \n",
       "161579             NaN             NaN                   NaN           Left   \n",
       "161580             NaN             NaN                   NaN          Right   \n",
       "161581             NaN             NaN                   NaN          Right   \n",
       "161582             NaN             NaN                   NaN          Right   \n",
       "\n",
       "        weak_foot  skill_moves  international_reputation      work_rate  \\\n",
       "161578          3            2                         1  Medium/Medium   \n",
       "161579          3            2                         1  Medium/Medium   \n",
       "161580          2            2                         1    High/Medium   \n",
       "161581          3            2                         1  Medium/Medium   \n",
       "161582          3            2                         1  Medium/Medium   \n",
       "\n",
       "               body_type real_face  release_clause_eur player_tags  \\\n",
       "161578    Lean (170-185)        No            239000.0         NaN   \n",
       "161579     Normal (185+)        No            193000.0         NaN   \n",
       "161580  Normal (170-185)        No            193000.0         NaN   \n",
       "161581  Normal (170-185)        No            383000.0         NaN   \n",
       "161582    Lean (170-185)        No            250000.0         NaN   \n",
       "\n",
       "       player_traits  pace  shooting  passing  dribbling  defending  physic  \\\n",
       "161578           NaN  63.0      48.0     40.0       47.0       24.0    44.0   \n",
       "161579           NaN  55.0      25.0     29.0       34.0       48.0    57.0   \n",
       "161580           NaN  65.0      36.0     43.0       46.0       43.0    53.0   \n",
       "161581           NaN  55.0      50.0     36.0       46.0       20.0    42.0   \n",
       "161582           NaN  61.0      22.0     26.0       32.0       45.0    57.0   \n",
       "\n",
       "        attacking_crossing  attacking_finishing  attacking_heading_accuracy  \\\n",
       "161578                  48                   49                          36   \n",
       "161579                  30                   19                          42   \n",
       "161580                  37                   30                          47   \n",
       "161581                  29                   56                          45   \n",
       "161582                  21                   19                          37   \n",
       "\n",
       "        attacking_short_passing  attacking_volleys  skill_dribbling  \\\n",
       "161578                       38                 43               47   \n",
       "161579                       30                 25               30   \n",
       "161580                       51                 37               49   \n",
       "161581                       40                 37               44   \n",
       "161582                       32                 17               25   \n",
       "\n",
       "        skill_curve  skill_fk_accuracy  skill_long_passing  \\\n",
       "161578           39                 35                  33   \n",
       "161579           24                 26                  25   \n",
       "161580           30                 30                  43   \n",
       "161581           38                 25                  26   \n",
       "161582           21                 20                  29   \n",
       "\n",
       "        skill_ball_control  movement_acceleration  movement_sprint_speed  \\\n",
       "161578                  45                     67                     60   \n",
       "161579                  32                     54                     56   \n",
       "161580                  35                     66                     64   \n",
       "161581                  43                     59                     52   \n",
       "161582                  31                     64                     58   \n",
       "\n",
       "        movement_agility  movement_reactions  movement_balance  \\\n",
       "161578                54                  39                66   \n",
       "161579                45                  42                48   \n",
       "161580                58                  50                65   \n",
       "161581                57                  45                60   \n",
       "161582                55                  40                52   \n",
       "\n",
       "        power_shot_power  power_jumping  power_stamina  power_strength  \\\n",
       "161578                64             41             42              52   \n",
       "161579                33             56             53              64   \n",
       "161580                51             52             53              53   \n",
       "161581                42             67             59              36   \n",
       "161582                33             59             40              63   \n",
       "\n",
       "        power_long_shots  mentality_aggression  mentality_interceptions  \\\n",
       "161578                31                    26                       21   \n",
       "161579                25                    46                       46   \n",
       "161580                32                    51                       43   \n",
       "161581                47                    27                       16   \n",
       "161582                20                    62                       41   \n",
       "\n",
       "        mentality_positioning  mentality_vision  mentality_penalties  \\\n",
       "161578                     40                42                   54   \n",
       "161579                     31                31                   31   \n",
       "161580                     53                40                   37   \n",
       "161581                     45                44                   63   \n",
       "161582                     22                20                   25   \n",
       "\n",
       "        mentality_composure  defending_marking_awareness  \\\n",
       "161578                 40.0                           23   \n",
       "161579                 35.0                           50   \n",
       "161580                 35.0                           36   \n",
       "161581                 43.0                           19   \n",
       "161582                 30.0                           50   \n",
       "\n",
       "        defending_standing_tackle  defending_sliding_tackle  \\\n",
       "161578                         21                        25   \n",
       "161579                         51                        45   \n",
       "161580                         45                        50   \n",
       "161581                         17                        14   \n",
       "161582                         45                        42   \n",
       "\n",
       "        goalkeeping_diving  goalkeeping_handling  goalkeeping_kicking  \\\n",
       "161578                   9                    13                   13   \n",
       "161579                   6                    14                    8   \n",
       "161580                   8                     9                    7   \n",
       "161581                  13                    12                   14   \n",
       "161582                  13                     7                    6   \n",
       "\n",
       "        goalkeeping_positioning  goalkeeping_reflexes  goalkeeping_speed  \\\n",
       "161578                       12                     7                NaN   \n",
       "161579                       13                    14                NaN   \n",
       "161580                       14                     9                NaN   \n",
       "161581                        7                    13                NaN   \n",
       "161582                        6                    14                NaN   \n",
       "\n",
       "          ls    st    rs  lw  lf  cf  rf  rw   lam   cam   ram    lm   lcm  \\\n",
       "161578  47+2  47+2  47+2  46  46  46  46  46  44+2  44+2  44+2  46+2  38+2   \n",
       "161579  35+2  35+2  35+2  34  33  33  33  34  32+2  32+2  32+2  35+2  34+2   \n",
       "161580  46+2  46+2  46+2  46  46  46  46  46  45+2  45+2  45+2  47+2  44+2   \n",
       "161581  47+2  47+2  47+2  46  46  46  46  46  45+2  45+2  45+2  44+2  39+2   \n",
       "161582  32+2  32+2  32+2  31  30  30  30  31  30+2  30+2  30+2  32+2  30+2   \n",
       "\n",
       "          cm   rcm    rm   lwb   ldm   cdm   rdm   rwb    lb   lcb    cb  \\\n",
       "161578  38+2  38+2  46+2  37+2  32+2  32+2  32+2  37+2  36+2  31+2  31+2   \n",
       "161579  34+2  34+2  35+2  43+2  41+2  41+2  41+2  43+2  44+2  48+2  48+2   \n",
       "161580  44+2  44+2  47+2  47+2  45+2  45+2  45+2  47+2  47+2  46+2  46+2   \n",
       "161581  39+2  39+2  44+2  34+2  30+2  30+2  30+2  34+2  32+2  28+2  28+2   \n",
       "161582  30+2  30+2  32+2  39+2  40+2  40+2  40+2  39+2  41+2  46+2  46+2   \n",
       "\n",
       "         rcb    rb    gk                                    player_face_url  \n",
       "161578  31+2  36+2  14+2  https://cdn.sofifa.net/players/269/011/23_120.png  \n",
       "161579  48+2  44+2  15+2  https://cdn.sofifa.net/players/269/019/23_120.png  \n",
       "161580  46+2  47+2  14+2  https://cdn.sofifa.net/players/271/093/23_120.png  \n",
       "161581  28+2  32+2  15+2  https://cdn.sofifa.net/players/271/555/23_120.png  \n",
       "161582  46+2  41+2  13+2  https://cdn.sofifa.net/players/271/608/23_120.png  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "bb8cbb9e-6ebf-41e2-a46a-1a7d2f94f703",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of         player_id                                        player_url  \\\n",
       "0          158023                /player/158023/lionel-messi/150002   \n",
       "1           20801  /player/20801/c-ronaldo-dos-santos-aveiro/150002   \n",
       "2            9014                  /player/9014/arjen-robben/150002   \n",
       "3           41236           /player/41236/zlatan-ibrahimovic/150002   \n",
       "4          167495                /player/167495/manuel-neuer/150002   \n",
       "...           ...                                               ...   \n",
       "161578     269011                   /player/269011/ziye-zhao/230002   \n",
       "161579     269019                   /player/269019/junjie-wu/230002   \n",
       "161580     271093               /player/271093/kailin-barlow/230002   \n",
       "161581     271555               /player/271555/gideon-tetteh/230002   \n",
       "161582     271608           /player/271608/aqeel-al-dhafeeri/230002   \n",
       "\n",
       "        fifa_version  fifa_update fifa_update_date         short_name  \\\n",
       "0                 15            2       2014-09-18           L. Messi   \n",
       "1                 15            2       2014-09-18  Cristiano Ronaldo   \n",
       "2                 15            2       2014-09-18          A. Robben   \n",
       "3                 15            2       2014-09-18     Z. Ibrahimović   \n",
       "4                 15            2       2014-09-18           M. Neuer   \n",
       "...              ...          ...              ...                ...   \n",
       "161578            23            2       2022-09-26          Zhao Ziye   \n",
       "161579            23            2       2022-09-26          Wu Junjie   \n",
       "161580            23            2       2022-09-26          K. Barlow   \n",
       "161581            23            2       2022-09-26          G. Tetteh   \n",
       "161582            23            2       2022-09-26     A. Al Dhafeeri   \n",
       "\n",
       "                                  long_name player_positions  overall  \\\n",
       "0            Lionel Andrés Messi Cuccittini               CF       93   \n",
       "1       Cristiano Ronaldo dos Santos Aveiro           LW, LM       92   \n",
       "2                              Arjen Robben       RM, LM, RW       90   \n",
       "3                        Zlatan Ibrahimović               ST       90   \n",
       "4                        Manuel Peter Neuer               GK       90   \n",
       "...                                     ...              ...      ...   \n",
       "161578                                  赵梓业               RW       46   \n",
       "161579                                  吴俊杰               LB       46   \n",
       "161580                        Kailin Barlow              CDM       46   \n",
       "161581                        Gideon Tetteh           RW, LW       46   \n",
       "161582                    Aqeel Al Dhafeeri               CB       46   \n",
       "\n",
       "        potential    value_eur  wage_eur  age         dob  height_cm  \\\n",
       "0              95  100500000.0  550000.0   27  1987-06-24        169   \n",
       "1              92   79000000.0  375000.0   29  1985-02-05        185   \n",
       "2              90   54500000.0  275000.0   30  1984-01-23        180   \n",
       "3              90   52500000.0  275000.0   32  1981-10-03        195   \n",
       "4              90   63500000.0  300000.0   28  1986-03-27        193   \n",
       "...           ...          ...       ...  ...         ...        ...   \n",
       "161578         61     110000.0     700.0   18  2003-10-01        180   \n",
       "161579         58     110000.0     750.0   19  2003-06-02        188   \n",
       "161580         58     110000.0     500.0   19  2003-06-28        181   \n",
       "161581         70     150000.0     500.0   17  2005-05-20        175   \n",
       "161582         63     110000.0     500.0   17  2004-07-09        180   \n",
       "\n",
       "        weight_kg  league_id       league_name  league_level  club_team_id  \\\n",
       "0              67       53.0           La Liga           1.0         241.0   \n",
       "1              80       53.0           La Liga           1.0         243.0   \n",
       "2              80       19.0        Bundesliga           1.0          21.0   \n",
       "3              95       16.0           Ligue 1           1.0          73.0   \n",
       "4              92       19.0        Bundesliga           1.0          21.0   \n",
       "...           ...        ...               ...           ...           ...   \n",
       "161578         73     2012.0      Super League           1.0      112978.0   \n",
       "161579         83     2012.0      Super League           1.0      112429.0   \n",
       "161580         73       65.0  Premier Division           1.0         563.0   \n",
       "161581         68       65.0  Premier Division           1.0         306.0   \n",
       "161582         70      350.0        Pro League           1.0      112990.0   \n",
       "\n",
       "                  club_name club_position  club_jersey_number  \\\n",
       "0              FC Barcelona            CF                10.0   \n",
       "1            Real Madrid CF            LW                 7.0   \n",
       "2         FC Bayern München           SUB                10.0   \n",
       "3       Paris Saint-Germain            ST                10.0   \n",
       "4         FC Bayern München            GK                 1.0   \n",
       "...                     ...           ...                 ...   \n",
       "161578           Hebei CFFC           RES                45.0   \n",
       "161579        Guangzhou R&F           RES                41.0   \n",
       "161580         Sligo Rovers           RES                34.0   \n",
       "161581      Shamrock Rovers           RES                28.0   \n",
       "161582             Al Batin           RES                42.0   \n",
       "\n",
       "       club_loaned_from club_joined_date  club_contract_valid_until_year  \\\n",
       "0                   NaN       2004-07-01                          2018.0   \n",
       "1                   NaN       2009-07-01                          2018.0   \n",
       "2                   NaN       2009-08-28                          2017.0   \n",
       "3                   NaN       2012-07-01                          2016.0   \n",
       "4                   NaN       2011-07-01                          2019.0   \n",
       "...                 ...              ...                             ...   \n",
       "161578              NaN       2022-05-01                          2024.0   \n",
       "161579              NaN       2022-05-01                          2027.0   \n",
       "161580              NaN       2021-11-02                          2023.0   \n",
       "161581              NaN       2022-06-24                          2027.0   \n",
       "161582              NaN       2022-08-26                          2027.0   \n",
       "\n",
       "        nationality_id     nationality_name  nation_team_id nation_position  \\\n",
       "0                   52            Argentina          1369.0              CF   \n",
       "1                   38             Portugal          1354.0              LW   \n",
       "2                   34          Netherlands        105035.0              RS   \n",
       "3                   46               Sweden          1363.0              ST   \n",
       "4                   21              Germany          1337.0              GK   \n",
       "...                ...                  ...             ...             ...   \n",
       "161578             155             China PR             NaN             NaN   \n",
       "161579             155             China PR             NaN             NaN   \n",
       "161580              25  Republic of Ireland             NaN             NaN   \n",
       "161581              25  Republic of Ireland             NaN             NaN   \n",
       "161582             183         Saudi Arabia             NaN             NaN   \n",
       "\n",
       "        nation_jersey_number preferred_foot  weak_foot  skill_moves  \\\n",
       "0                       10.0           Left          3            4   \n",
       "1                        7.0          Right          4            5   \n",
       "2                       11.0           Left          2            4   \n",
       "3                       10.0          Right          4            4   \n",
       "4                        1.0          Right          4            1   \n",
       "...                      ...            ...        ...          ...   \n",
       "161578                   NaN          Right          3            2   \n",
       "161579                   NaN           Left          3            2   \n",
       "161580                   NaN          Right          2            2   \n",
       "161581                   NaN          Right          3            2   \n",
       "161582                   NaN          Right          3            2   \n",
       "\n",
       "        international_reputation      work_rate         body_type real_face  \\\n",
       "0                              5     Medium/Low     Normal (170-)       Yes   \n",
       "1                              5       High/Low     Normal (185+)       Yes   \n",
       "2                              5       High/Low  Normal (170-185)       Yes   \n",
       "3                              5     Medium/Low     Normal (185+)       Yes   \n",
       "4                              5  Medium/Medium     Normal (185+)       Yes   \n",
       "...                          ...            ...               ...       ...   \n",
       "161578                         1  Medium/Medium    Lean (170-185)        No   \n",
       "161579                         1  Medium/Medium     Normal (185+)        No   \n",
       "161580                         1    High/Medium  Normal (170-185)        No   \n",
       "161581                         1  Medium/Medium  Normal (170-185)        No   \n",
       "161582                         1  Medium/Medium    Lean (170-185)        No   \n",
       "\n",
       "        release_clause_eur  \\\n",
       "0                      NaN   \n",
       "1                      NaN   \n",
       "2                      NaN   \n",
       "3                      NaN   \n",
       "4                      NaN   \n",
       "...                    ...   \n",
       "161578            239000.0   \n",
       "161579            193000.0   \n",
       "161580            193000.0   \n",
       "161581            383000.0   \n",
       "161582            250000.0   \n",
       "\n",
       "                                                                                                    player_tags  \\\n",
       "0                        #Speedster, #Dribbler, #FK Specialist, #Acrobat, #Clinical Finisher, #Complete Forward   \n",
       "1                     #Speedster, #Dribbler, #Distance Shooter, #Acrobat, #Clinical Finisher, #Complete Forward   \n",
       "2                                                            #Speedster, #Dribbler, #Distance Shooter, #Acrobat   \n",
       "3       #Poacher, #Aerial Threat, #Distance Shooter, #Acrobat, #Strength, #Clinical Finisher, #Complete Forward   \n",
       "4                                                                                                           NaN   \n",
       "...                                                                                                         ...   \n",
       "161578                                                                                                      NaN   \n",
       "161579                                                                                                      NaN   \n",
       "161580                                                                                                      NaN   \n",
       "161581                                                                                                      NaN   \n",
       "161582                                                                                                      NaN   \n",
       "\n",
       "                                                                                                            player_traits  \\\n",
       "0                                                         Finesse Shot, Speed Dribbler (AI), One Club Player, Team Player   \n",
       "1                                                       Power Free-Kick, Flair, Long Shot Taker (AI), Speed Dribbler (AI)   \n",
       "2       Diver, Injury Prone, Avoids Using Weaker Foot, Selfish, Long Shot Taker (AI), Speed Dribbler (AI), Chip Shot (AI)   \n",
       "3                                       Power Free-Kick, Leadership, Flair, Long Shot Taker (AI), Technical Dribbler (AI)   \n",
       "4                                                                           GK Up for Corners, GK Long Throw, 1-on-1 Rush   \n",
       "...                                                                                                                   ...   \n",
       "161578                                                                                                                NaN   \n",
       "161579                                                                                                                NaN   \n",
       "161580                                                                                                                NaN   \n",
       "161581                                                                                                                NaN   \n",
       "161582                                                                                                                NaN   \n",
       "\n",
       "        pace  shooting  passing  dribbling  defending  physic  \\\n",
       "0       93.0      89.0     86.0       96.0       27.0    63.0   \n",
       "1       93.0      93.0     81.0       91.0       32.0    79.0   \n",
       "2       93.0      86.0     83.0       92.0       32.0    64.0   \n",
       "3       76.0      91.0     81.0       86.0       34.0    86.0   \n",
       "4        NaN       NaN      NaN        NaN        NaN     NaN   \n",
       "...      ...       ...      ...        ...        ...     ...   \n",
       "161578  63.0      48.0     40.0       47.0       24.0    44.0   \n",
       "161579  55.0      25.0     29.0       34.0       48.0    57.0   \n",
       "161580  65.0      36.0     43.0       46.0       43.0    53.0   \n",
       "161581  55.0      50.0     36.0       46.0       20.0    42.0   \n",
       "161582  61.0      22.0     26.0       32.0       45.0    57.0   \n",
       "\n",
       "        attacking_crossing  attacking_finishing  attacking_heading_accuracy  \\\n",
       "0                       84                   94                          71   \n",
       "1                       83                   95                          86   \n",
       "2                       80                   85                          50   \n",
       "3                       76                   91                          76   \n",
       "4                       25                   25                          25   \n",
       "...                    ...                  ...                         ...   \n",
       "161578                  48                   49                          36   \n",
       "161579                  30                   19                          42   \n",
       "161580                  37                   30                          47   \n",
       "161581                  29                   56                          45   \n",
       "161582                  21                   19                          37   \n",
       "\n",
       "        attacking_short_passing  attacking_volleys  skill_dribbling  \\\n",
       "0                            89                 85               96   \n",
       "1                            82                 87               93   \n",
       "2                            86                 86               93   \n",
       "3                            84                 92               88   \n",
       "4                            42                 25               25   \n",
       "...                         ...                ...              ...   \n",
       "161578                       38                 43               47   \n",
       "161579                       30                 25               30   \n",
       "161580                       51                 37               49   \n",
       "161581                       40                 37               44   \n",
       "161582                       32                 17               25   \n",
       "\n",
       "        skill_curve  skill_fk_accuracy  skill_long_passing  \\\n",
       "0                89                 90                  76   \n",
       "1                88                 79                  72   \n",
       "2                85                 83                  76   \n",
       "3                80                 80                  76   \n",
       "4                25                 25                  41   \n",
       "...             ...                ...                 ...   \n",
       "161578           39                 35                  33   \n",
       "161579           24                 26                  25   \n",
       "161580           30                 30                  43   \n",
       "161581           38                 25                  26   \n",
       "161582           21                 20                  29   \n",
       "\n",
       "        skill_ball_control  movement_acceleration  movement_sprint_speed  \\\n",
       "0                       96                     96                     90   \n",
       "1                       92                     91                     94   \n",
       "2                       90                     93                     93   \n",
       "3                       90                     74                     77   \n",
       "4                       31                     58                     61   \n",
       "...                    ...                    ...                    ...   \n",
       "161578                  45                     67                     60   \n",
       "161579                  32                     54                     56   \n",
       "161580                  35                     66                     64   \n",
       "161581                  43                     59                     52   \n",
       "161582                  31                     64                     58   \n",
       "\n",
       "        movement_agility  movement_reactions  movement_balance  \\\n",
       "0                     94                  94                95   \n",
       "1                     93                  90                63   \n",
       "2                     93                  89                91   \n",
       "3                     86                  85                41   \n",
       "4                     43                  89                35   \n",
       "...                  ...                 ...               ...   \n",
       "161578                54                  39                66   \n",
       "161579                45                  42                48   \n",
       "161580                58                  50                65   \n",
       "161581                57                  45                60   \n",
       "161582                55                  40                52   \n",
       "\n",
       "        power_shot_power  power_jumping  power_stamina  power_strength  \\\n",
       "0                     80             73             77              60   \n",
       "1                     94             94             89              79   \n",
       "2                     86             61             78              65   \n",
       "3                     93             72             78              93   \n",
       "4                     42             78             44              83   \n",
       "...                  ...            ...            ...             ...   \n",
       "161578                64             41             42              52   \n",
       "161579                33             56             53              64   \n",
       "161580                51             52             53              53   \n",
       "161581                42             67             59              36   \n",
       "161582                33             59             40              63   \n",
       "\n",
       "        power_long_shots  mentality_aggression  mentality_interceptions  \\\n",
       "0                     88                    48                       22   \n",
       "1                     93                    63                       24   \n",
       "2                     90                    47                       39   \n",
       "3                     88                    84                       20   \n",
       "4                     25                    29                       30   \n",
       "...                  ...                   ...                      ...   \n",
       "161578                31                    26                       21   \n",
       "161579                25                    46                       46   \n",
       "161580                32                    51                       43   \n",
       "161581                47                    27                       16   \n",
       "161582                20                    62                       41   \n",
       "\n",
       "        mentality_positioning  mentality_vision  mentality_penalties  \\\n",
       "0                          92                90                   76   \n",
       "1                          91                81                   85   \n",
       "2                          89                84                   80   \n",
       "3                          86                83                   91   \n",
       "4                          25                20                   37   \n",
       "...                       ...               ...                  ...   \n",
       "161578                     40                42                   54   \n",
       "161579                     31                31                   31   \n",
       "161580                     53                40                   37   \n",
       "161581                     45                44                   63   \n",
       "161582                     22                20                   25   \n",
       "\n",
       "        mentality_composure  defending_marking_awareness  \\\n",
       "0                       NaN                           25   \n",
       "1                       NaN                           22   \n",
       "2                       NaN                           29   \n",
       "3                       NaN                           25   \n",
       "4                       NaN                           25   \n",
       "...                     ...                          ...   \n",
       "161578                 40.0                           23   \n",
       "161579                 35.0                           50   \n",
       "161580                 35.0                           36   \n",
       "161581                 43.0                           19   \n",
       "161582                 30.0                           50   \n",
       "\n",
       "        defending_standing_tackle  defending_sliding_tackle  \\\n",
       "0                              21                        20   \n",
       "1                              31                        23   \n",
       "2                              26                        26   \n",
       "3                              41                        27   \n",
       "4                              25                        25   \n",
       "...                           ...                       ...   \n",
       "161578                         21                        25   \n",
       "161579                         51                        45   \n",
       "161580                         45                        50   \n",
       "161581                         17                        14   \n",
       "161582                         45                        42   \n",
       "\n",
       "        goalkeeping_diving  goalkeeping_handling  goalkeeping_kicking  \\\n",
       "0                        6                    11                   15   \n",
       "1                        7                    11                   15   \n",
       "2                       10                     8                   11   \n",
       "3                       13                    15                   10   \n",
       "4                       87                    85                   92   \n",
       "...                    ...                   ...                  ...   \n",
       "161578                   9                    13                   13   \n",
       "161579                   6                    14                    8   \n",
       "161580                   8                     9                    7   \n",
       "161581                  13                    12                   14   \n",
       "161582                  13                     7                    6   \n",
       "\n",
       "        goalkeeping_positioning  goalkeeping_reflexes  goalkeeping_speed  \\\n",
       "0                            14                     8                NaN   \n",
       "1                            14                    11                NaN   \n",
       "2                             5                    15                NaN   \n",
       "3                             9                    12                NaN   \n",
       "4                            90                    86               60.0   \n",
       "...                         ...                   ...                ...   \n",
       "161578                       12                     7                NaN   \n",
       "161579                       13                    14                NaN   \n",
       "161580                       14                     9                NaN   \n",
       "161581                        7                    13                NaN   \n",
       "161582                        6                    14                NaN   \n",
       "\n",
       "          ls    st    rs    lw    lf    cf    rf    rw   lam   cam   ram  \\\n",
       "0       89+3  89+3  89+3  92+3  90+3  90+3  90+3  92+3  92+3  92+3  92+3   \n",
       "1       91+1  91+1  91+1  89+3  91+1  91+1  91+1  89+3  89+3  89+3  89+3   \n",
       "2       84+3  84+3  84+3  88+2  87+3  87+3  87+3  88+2  88+2  88+2  88+2   \n",
       "3       87+3  87+3  87+3  84+3  86+3  86+3  86+3  84+3  86+3  86+3  86+3   \n",
       "4       38+3  38+3  38+3  36+3  37+3  37+3  37+3  36+3  36+3  36+3  36+3   \n",
       "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "161578  47+2  47+2  47+2    46    46    46    46    46  44+2  44+2  44+2   \n",
       "161579  35+2  35+2  35+2    34    33    33    33    34  32+2  32+2  32+2   \n",
       "161580  46+2  46+2  46+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "161581  47+2  47+2  47+2    46    46    46    46    46  45+2  45+2  45+2   \n",
       "161582  32+2  32+2  32+2    31    30    30    30    31  30+2  30+2  30+2   \n",
       "\n",
       "          lm   lcm    cm   rcm    rm   lwb   ldm   cdm   rdm   rwb    lb  \\\n",
       "0       90+3  79+3  79+3  79+3  90+3  62+3  62+3  62+3  62+3  62+3  54+3   \n",
       "1       87+3  77+3  77+3  77+3  87+3  63+3  63+3  63+3  63+3  63+3  57+3   \n",
       "2       87+3  78+3  78+3  78+3  87+3  64+3  64+3  64+3  64+3  64+3  55+3   \n",
       "3       83+3  76+3  76+3  76+3  83+3  61+3  65+3  65+3  65+3  61+3  56+3   \n",
       "4       38+3  36+3  36+3  36+3  38+3  36+3  40+3  40+3  40+3  36+3  36+3   \n",
       "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "161578  46+2  38+2  38+2  38+2  46+2  37+2  32+2  32+2  32+2  37+2  36+2   \n",
       "161579  35+2  34+2  34+2  34+2  35+2  43+2  41+2  41+2  41+2  43+2  44+2   \n",
       "161580  47+2  44+2  44+2  44+2  47+2  47+2  45+2  45+2  45+2  47+2  47+2   \n",
       "161581  44+2  39+2  39+2  39+2  44+2  34+2  30+2  30+2  30+2  34+2  32+2   \n",
       "161582  32+2  30+2  30+2  30+2  32+2  39+2  40+2  40+2  40+2  39+2  41+2   \n",
       "\n",
       "         lcb    cb   rcb    rb    gk  \\\n",
       "0       45+3  45+3  45+3  54+3  15+3   \n",
       "1       52+3  52+3  52+3  57+3  16+3   \n",
       "2       46+3  46+3  46+3  55+3  14+3   \n",
       "3       55+3  55+3  55+3  56+3  17+3   \n",
       "4       38+3  38+3  38+3  36+3  87+3   \n",
       "...      ...   ...   ...   ...   ...   \n",
       "161578  31+2  31+2  31+2  36+2  14+2   \n",
       "161579  48+2  48+2  48+2  44+2  15+2   \n",
       "161580  46+2  46+2  46+2  47+2  14+2   \n",
       "161581  28+2  28+2  28+2  32+2  15+2   \n",
       "161582  46+2  46+2  46+2  41+2  13+2   \n",
       "\n",
       "                                          player_face_url  \n",
       "0       https://cdn.sofifa.net/players/158/023/15_120.png  \n",
       "1       https://cdn.sofifa.net/players/020/801/15_120.png  \n",
       "2       https://cdn.sofifa.net/players/009/014/15_120.png  \n",
       "3       https://cdn.sofifa.net/players/041/236/15_120.png  \n",
       "4       https://cdn.sofifa.net/players/167/495/15_120.png  \n",
       "...                                                   ...  \n",
       "161578  https://cdn.sofifa.net/players/269/011/23_120.png  \n",
       "161579  https://cdn.sofifa.net/players/269/019/23_120.png  \n",
       "161580  https://cdn.sofifa.net/players/271/093/23_120.png  \n",
       "161581  https://cdn.sofifa.net/players/271/555/23_120.png  \n",
       "161582  https://cdn.sofifa.net/players/271/608/23_120.png  \n",
       "\n",
       "[161583 rows x 110 columns]>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cae77fbe-b23f-4d97-a6e2-6685706c5b68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player_id</th>\n",
       "      <th>fifa_version</th>\n",
       "      <th>fifa_update</th>\n",
       "      <th>overall</th>\n",
       "      <th>potential</th>\n",
       "      <th>value_eur</th>\n",
       "      <th>wage_eur</th>\n",
       "      <th>age</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>league_id</th>\n",
       "      <th>league_level</th>\n",
       "      <th>club_team_id</th>\n",
       "      <th>club_jersey_number</th>\n",
       "      <th>club_contract_valid_until_year</th>\n",
       "      <th>nationality_id</th>\n",
       "      <th>nation_team_id</th>\n",
       "      <th>nation_jersey_number</th>\n",
       "      <th>weak_foot</th>\n",
       "      <th>skill_moves</th>\n",
       "      <th>international_reputation</th>\n",
       "      <th>release_clause_eur</th>\n",
       "      <th>pace</th>\n",
       "      <th>shooting</th>\n",
       "      <th>passing</th>\n",
       "      <th>dribbling</th>\n",
       "      <th>defending</th>\n",
       "      <th>physic</th>\n",
       "      <th>attacking_crossing</th>\n",
       "      <th>attacking_finishing</th>\n",
       "      <th>attacking_heading_accuracy</th>\n",
       "      <th>attacking_short_passing</th>\n",
       "      <th>attacking_volleys</th>\n",
       "      <th>skill_dribbling</th>\n",
       "      <th>skill_curve</th>\n",
       "      <th>skill_fk_accuracy</th>\n",
       "      <th>skill_long_passing</th>\n",
       "      <th>skill_ball_control</th>\n",
       "      <th>movement_acceleration</th>\n",
       "      <th>movement_sprint_speed</th>\n",
       "      <th>movement_agility</th>\n",
       "      <th>movement_reactions</th>\n",
       "      <th>movement_balance</th>\n",
       "      <th>power_shot_power</th>\n",
       "      <th>power_jumping</th>\n",
       "      <th>power_stamina</th>\n",
       "      <th>power_strength</th>\n",
       "      <th>power_long_shots</th>\n",
       "      <th>mentality_aggression</th>\n",
       "      <th>mentality_interceptions</th>\n",
       "      <th>mentality_positioning</th>\n",
       "      <th>mentality_vision</th>\n",
       "      <th>mentality_penalties</th>\n",
       "      <th>mentality_composure</th>\n",
       "      <th>defending_marking_awareness</th>\n",
       "      <th>defending_standing_tackle</th>\n",
       "      <th>defending_sliding_tackle</th>\n",
       "      <th>goalkeeping_diving</th>\n",
       "      <th>goalkeeping_handling</th>\n",
       "      <th>goalkeeping_kicking</th>\n",
       "      <th>goalkeeping_positioning</th>\n",
       "      <th>goalkeeping_reflexes</th>\n",
       "      <th>goalkeeping_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.0</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>1.595300e+05</td>\n",
       "      <td>159822.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>159810.000000</td>\n",
       "      <td>158866.000000</td>\n",
       "      <td>159810.000000</td>\n",
       "      <td>159810.000000</td>\n",
       "      <td>159810.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>9316.000000</td>\n",
       "      <td>9316.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>1.036220e+05</td>\n",
       "      <td>143614.000000</td>\n",
       "      <td>143614.000000</td>\n",
       "      <td>143614.000000</td>\n",
       "      <td>143614.000000</td>\n",
       "      <td>143614.000000</td>\n",
       "      <td>143614.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.00000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>128722.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.00000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>161583.000000</td>\n",
       "      <td>17969.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>214484.722353</td>\n",
       "      <td>19.125514</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65.699071</td>\n",
       "      <td>70.744008</td>\n",
       "      <td>2.326770e+06</td>\n",
       "      <td>10855.409768</td>\n",
       "      <td>25.123181</td>\n",
       "      <td>181.240205</td>\n",
       "      <td>75.235031</td>\n",
       "      <td>210.409017</td>\n",
       "      <td>1.380283</td>\n",
       "      <td>44914.264783</td>\n",
       "      <td>20.161323</td>\n",
       "      <td>2020.352418</td>\n",
       "      <td>55.570462</td>\n",
       "      <td>30414.309790</td>\n",
       "      <td>12.094354</td>\n",
       "      <td>2.939480</td>\n",
       "      <td>2.329905</td>\n",
       "      <td>1.107140</td>\n",
       "      <td>4.797334e+06</td>\n",
       "      <td>68.022672</td>\n",
       "      <td>52.230764</td>\n",
       "      <td>56.938175</td>\n",
       "      <td>62.081872</td>\n",
       "      <td>51.133323</td>\n",
       "      <td>64.814364</td>\n",
       "      <td>49.658875</td>\n",
       "      <td>45.617738</td>\n",
       "      <td>52.250552</td>\n",
       "      <td>58.362334</td>\n",
       "      <td>43.035121</td>\n",
       "      <td>55.220524</td>\n",
       "      <td>47.305230</td>\n",
       "      <td>43.059233</td>\n",
       "      <td>52.602254</td>\n",
       "      <td>58.206686</td>\n",
       "      <td>64.707420</td>\n",
       "      <td>64.879257</td>\n",
       "      <td>63.379149</td>\n",
       "      <td>61.576824</td>\n",
       "      <td>63.942531</td>\n",
       "      <td>56.719098</td>\n",
       "      <td>64.942816</td>\n",
       "      <td>63.090795</td>\n",
       "      <td>65.152374</td>\n",
       "      <td>47.152708</td>\n",
       "      <td>55.701757</td>\n",
       "      <td>46.583032</td>\n",
       "      <td>49.996460</td>\n",
       "      <td>53.06687</td>\n",
       "      <td>48.668492</td>\n",
       "      <td>57.816892</td>\n",
       "      <td>45.757957</td>\n",
       "      <td>47.669996</td>\n",
       "      <td>45.698588</td>\n",
       "      <td>16.52961</td>\n",
       "      <td>16.274918</td>\n",
       "      <td>16.140374</td>\n",
       "      <td>16.288861</td>\n",
       "      <td>16.636973</td>\n",
       "      <td>39.149090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>34928.608856</td>\n",
       "      <td>2.559318</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.040855</td>\n",
       "      <td>6.259121</td>\n",
       "      <td>6.005746e+06</td>\n",
       "      <td>21941.656285</td>\n",
       "      <td>4.670207</td>\n",
       "      <td>6.750148</td>\n",
       "      <td>7.000456</td>\n",
       "      <td>444.685024</td>\n",
       "      <td>0.750646</td>\n",
       "      <td>53413.302607</td>\n",
       "      <td>16.870350</td>\n",
       "      <td>2.662184</td>\n",
       "      <td>47.891746</td>\n",
       "      <td>48296.823056</td>\n",
       "      <td>6.720156</td>\n",
       "      <td>0.662863</td>\n",
       "      <td>0.751792</td>\n",
       "      <td>0.383605</td>\n",
       "      <td>1.231500e+07</td>\n",
       "      <td>11.096042</td>\n",
       "      <td>13.921947</td>\n",
       "      <td>10.484536</td>\n",
       "      <td>10.301293</td>\n",
       "      <td>16.639606</td>\n",
       "      <td>9.737047</td>\n",
       "      <td>18.002046</td>\n",
       "      <td>19.227861</td>\n",
       "      <td>17.127721</td>\n",
       "      <td>14.685893</td>\n",
       "      <td>17.431618</td>\n",
       "      <td>18.593406</td>\n",
       "      <td>18.076438</td>\n",
       "      <td>17.228577</td>\n",
       "      <td>15.226187</td>\n",
       "      <td>16.566549</td>\n",
       "      <td>14.720619</td>\n",
       "      <td>14.472380</td>\n",
       "      <td>14.691549</td>\n",
       "      <td>9.170063</td>\n",
       "      <td>14.025247</td>\n",
       "      <td>15.522391</td>\n",
       "      <td>11.899687</td>\n",
       "      <td>15.820791</td>\n",
       "      <td>12.613079</td>\n",
       "      <td>19.010437</td>\n",
       "      <td>17.219537</td>\n",
       "      <td>20.381661</td>\n",
       "      <td>19.171899</td>\n",
       "      <td>14.26859</td>\n",
       "      <td>15.652208</td>\n",
       "      <td>12.329739</td>\n",
       "      <td>20.453699</td>\n",
       "      <td>21.336404</td>\n",
       "      <td>20.935273</td>\n",
       "      <td>17.67047</td>\n",
       "      <td>16.834294</td>\n",
       "      <td>16.476466</td>\n",
       "      <td>16.998697</td>\n",
       "      <td>17.980143</td>\n",
       "      <td>10.503788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>1.000000e+03</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>154.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>974.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>9.000000e+03</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.00000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>199159.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>3.250000e+05</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>450.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1343.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.100000e+05</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>44.00000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>8.00000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>220621.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>7.250000e+05</td>\n",
       "      <td>4000.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>181.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1889.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>2021.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>1365.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.300000e+06</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>55.00000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>11.00000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>236958.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>1.800000e+06</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>186.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>308.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>110832.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>2022.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>105035.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.600000e+06</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>64.00000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>14.00000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>46.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>271817.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>1.940000e+08</td>\n",
       "      <td>575000.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>208.000000</td>\n",
       "      <td>110.000000</td>\n",
       "      <td>2149.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>116361.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>2032.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>111527.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.735000e+08</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>96.00000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>91.00000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>68.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           player_id   fifa_version  fifa_update        overall  \\\n",
       "count  161583.000000  161583.000000     161583.0  161583.000000   \n",
       "mean   214484.722353      19.125514          2.0      65.699071   \n",
       "std     34928.608856       2.559318          0.0       7.040855   \n",
       "min         2.000000      15.000000          2.0      40.000000   \n",
       "25%    199159.000000      17.000000          2.0      61.000000   \n",
       "50%    220621.000000      19.000000          2.0      66.000000   \n",
       "75%    236958.000000      21.000000          2.0      70.000000   \n",
       "max    271817.000000      23.000000          2.0      94.000000   \n",
       "\n",
       "           potential     value_eur       wage_eur            age  \\\n",
       "count  161583.000000  1.595300e+05  159822.000000  161583.000000   \n",
       "mean       70.744008  2.326770e+06   10855.409768      25.123181   \n",
       "std         6.259121  6.005746e+06   21941.656285       4.670207   \n",
       "min        40.000000  1.000000e+03     500.000000      16.000000   \n",
       "25%        66.000000  3.250000e+05    2000.000000      21.000000   \n",
       "50%        70.000000  7.250000e+05    4000.000000      25.000000   \n",
       "75%        75.000000  1.800000e+06   10000.000000      28.000000   \n",
       "max        95.000000  1.940000e+08  575000.000000      54.000000   \n",
       "\n",
       "           height_cm      weight_kg      league_id   league_level  \\\n",
       "count  161583.000000  161583.000000  159810.000000  158866.000000   \n",
       "mean      181.240205      75.235031     210.409017       1.380283   \n",
       "std         6.750148       7.000456     444.685024       0.750646   \n",
       "min       154.000000      49.000000       1.000000       1.000000   \n",
       "25%       176.000000      70.000000      19.000000       1.000000   \n",
       "50%       181.000000      75.000000      56.000000       1.000000   \n",
       "75%       186.000000      80.000000     308.000000       2.000000   \n",
       "max       208.000000     110.000000    2149.000000       5.000000   \n",
       "\n",
       "        club_team_id  club_jersey_number  club_contract_valid_until_year  \\\n",
       "count  159810.000000       159810.000000                   159810.000000   \n",
       "mean    44914.264783           20.161323                     2020.352418   \n",
       "std     53413.302607           16.870350                        2.662184   \n",
       "min         1.000000            1.000000                     2014.000000   \n",
       "25%       450.000000            8.000000                     2018.000000   \n",
       "50%      1889.000000           17.000000                     2021.000000   \n",
       "75%    110832.000000           27.000000                     2022.000000   \n",
       "max    116361.000000           99.000000                     2032.000000   \n",
       "\n",
       "       nationality_id  nation_team_id  nation_jersey_number      weak_foot  \\\n",
       "count   161583.000000     9316.000000           9316.000000  161583.000000   \n",
       "mean        55.570462    30414.309790             12.094354       2.939480   \n",
       "std         47.891746    48296.823056              6.720156       0.662863   \n",
       "min          1.000000      974.000000              1.000000       1.000000   \n",
       "25%         21.000000     1343.000000              6.000000       3.000000   \n",
       "50%         45.000000     1365.000000             12.000000       3.000000   \n",
       "75%         56.000000   105035.000000             18.000000       3.000000   \n",
       "max        219.000000   111527.000000             30.000000       5.000000   \n",
       "\n",
       "         skill_moves  international_reputation  release_clause_eur  \\\n",
       "count  161583.000000             161583.000000        1.036220e+05   \n",
       "mean        2.329905                  1.107140        4.797334e+06   \n",
       "std         0.751792                  0.383605        1.231500e+07   \n",
       "min         1.000000                  1.000000        9.000000e+03   \n",
       "25%         2.000000                  1.000000        6.100000e+05   \n",
       "50%         2.000000                  1.000000        1.300000e+06   \n",
       "75%         3.000000                  1.000000        3.600000e+06   \n",
       "max         5.000000                  5.000000        3.735000e+08   \n",
       "\n",
       "                pace       shooting        passing      dribbling  \\\n",
       "count  143614.000000  143614.000000  143614.000000  143614.000000   \n",
       "mean       68.022672      52.230764      56.938175      62.081872   \n",
       "std        11.096042      13.921947      10.484536      10.301293   \n",
       "min        21.000000      14.000000      20.000000      22.000000   \n",
       "25%        62.000000      42.000000      50.000000      56.000000   \n",
       "50%        69.000000      54.000000      58.000000      63.000000   \n",
       "75%        76.000000      63.000000      64.000000      69.000000   \n",
       "max        97.000000      94.000000      93.000000      96.000000   \n",
       "\n",
       "           defending         physic  attacking_crossing  attacking_finishing  \\\n",
       "count  143614.000000  143614.000000       161583.000000        161583.000000   \n",
       "mean       51.133323      64.814364           49.658875            45.617738   \n",
       "std        16.639606       9.737047           18.002046            19.227861   \n",
       "min        14.000000      27.000000            5.000000             2.000000   \n",
       "25%        36.000000      58.000000           38.000000            30.000000   \n",
       "50%        56.000000      66.000000           54.000000            49.000000   \n",
       "75%        64.000000      72.000000           63.000000            61.000000   \n",
       "max        91.000000      92.000000           94.000000            95.000000   \n",
       "\n",
       "       attacking_heading_accuracy  attacking_short_passing  attacking_volleys  \\\n",
       "count               161583.000000            161583.000000      161583.000000   \n",
       "mean                    52.250552                58.362334          43.035121   \n",
       "std                     17.127721                14.685893          17.431618   \n",
       "min                      4.000000                 7.000000           3.000000   \n",
       "25%                     44.000000                53.000000          30.000000   \n",
       "50%                     55.000000                62.000000          44.000000   \n",
       "75%                     64.000000                68.000000          57.000000   \n",
       "max                     95.000000                95.000000          93.000000   \n",
       "\n",
       "       skill_dribbling    skill_curve  skill_fk_accuracy  skill_long_passing  \\\n",
       "count    161583.000000  161583.000000      161583.000000       161583.000000   \n",
       "mean         55.220524      47.305230          43.059233           52.602254   \n",
       "std          18.593406      18.076438          17.228577           15.226187   \n",
       "min           2.000000       4.000000           3.000000            5.000000   \n",
       "25%          48.000000      34.000000          31.000000           43.000000   \n",
       "50%          61.000000      48.000000          42.000000           56.000000   \n",
       "75%          68.000000      61.000000          56.000000           64.000000   \n",
       "max          97.000000      94.000000          95.000000           95.000000   \n",
       "\n",
       "       skill_ball_control  movement_acceleration  movement_sprint_speed  \\\n",
       "count       161583.000000          161583.000000          161583.000000   \n",
       "mean            58.206686              64.707420              64.879257   \n",
       "std             16.566549              14.720619              14.472380   \n",
       "min              5.000000              11.000000              11.000000   \n",
       "25%             54.000000              57.000000              57.000000   \n",
       "50%             63.000000              67.000000              67.000000   \n",
       "75%             69.000000              75.000000              75.000000   \n",
       "max             96.000000              97.000000              97.000000   \n",
       "\n",
       "       movement_agility  movement_reactions  movement_balance  \\\n",
       "count     161583.000000       161583.000000     161583.000000   \n",
       "mean          63.379149           61.576824         63.942531   \n",
       "std           14.691549            9.170063         14.025247   \n",
       "min           11.000000           20.000000         10.000000   \n",
       "25%           55.000000           55.000000         56.000000   \n",
       "50%           65.000000           62.000000         66.000000   \n",
       "75%           74.000000           68.000000         74.000000   \n",
       "max           96.000000           96.000000         97.000000   \n",
       "\n",
       "       power_shot_power  power_jumping  power_stamina  power_strength  \\\n",
       "count     161583.000000  161583.000000  161583.000000   161583.000000   \n",
       "mean          56.719098      64.942816      63.090795       65.152374   \n",
       "std           15.522391      11.899687      15.820791       12.613079   \n",
       "min            2.000000      13.000000      10.000000       12.000000   \n",
       "25%           47.000000      58.000000      56.000000       58.000000   \n",
       "50%           59.000000      66.000000      66.000000       66.000000   \n",
       "75%           68.000000      73.000000      74.000000       74.000000   \n",
       "max           96.000000      97.000000      97.000000       98.000000   \n",
       "\n",
       "       power_long_shots  mentality_aggression  mentality_interceptions  \\\n",
       "count     161583.000000         161583.000000            161583.000000   \n",
       "mean          47.152708             55.701757                46.583032   \n",
       "std           19.010437             17.219537                20.381661   \n",
       "min            3.000000              2.000000                 3.000000   \n",
       "25%           32.000000             44.000000                26.000000   \n",
       "50%           51.000000             58.000000                52.000000   \n",
       "75%           62.000000             69.000000                64.000000   \n",
       "max           94.000000             96.000000                93.000000   \n",
       "\n",
       "       mentality_positioning  mentality_vision  mentality_penalties  \\\n",
       "count          161583.000000      161583.00000        161583.000000   \n",
       "mean               49.996460          53.06687            48.668492   \n",
       "std                19.171899          14.26859            15.652208   \n",
       "min                 2.000000           3.00000             5.000000   \n",
       "25%                38.000000          44.00000            39.000000   \n",
       "50%                55.000000          55.00000            50.000000   \n",
       "75%                64.000000          64.00000            60.000000   \n",
       "max                96.000000          96.00000            96.000000   \n",
       "\n",
       "       mentality_composure  defending_marking_awareness  \\\n",
       "count        128722.000000                161583.000000   \n",
       "mean             57.816892                    45.757957   \n",
       "std              12.329739                    20.453699   \n",
       "min               3.000000                     1.000000   \n",
       "25%              50.000000                    26.000000   \n",
       "50%              59.000000                    50.000000   \n",
       "75%              66.000000                    63.000000   \n",
       "max              96.000000                    94.000000   \n",
       "\n",
       "       defending_standing_tackle  defending_sliding_tackle  \\\n",
       "count              161583.000000             161583.000000   \n",
       "mean                   47.669996                 45.698588   \n",
       "std                    21.336404                 20.935273   \n",
       "min                     2.000000                  3.000000   \n",
       "25%                    27.000000                 25.000000   \n",
       "50%                    54.000000                 52.000000   \n",
       "75%                    66.000000                 64.000000   \n",
       "max                    94.000000                 95.000000   \n",
       "\n",
       "       goalkeeping_diving  goalkeeping_handling  goalkeeping_kicking  \\\n",
       "count        161583.00000         161583.000000        161583.000000   \n",
       "mean             16.52961             16.274918            16.140374   \n",
       "std              17.67047             16.834294            16.476466   \n",
       "min               1.00000              1.000000             1.000000   \n",
       "25%               8.00000              8.000000             8.000000   \n",
       "50%              11.00000             11.000000            11.000000   \n",
       "75%              14.00000             14.000000            14.000000   \n",
       "max              91.00000             92.000000            95.000000   \n",
       "\n",
       "       goalkeeping_positioning  goalkeeping_reflexes  goalkeeping_speed  \n",
       "count            161583.000000         161583.000000       17969.000000  \n",
       "mean                 16.288861             16.636973          39.149090  \n",
       "std                  16.998697             17.980143          10.503788  \n",
       "min                   1.000000              1.000000          12.000000  \n",
       "25%                   8.000000              8.000000          31.000000  \n",
       "50%                  11.000000             11.000000          41.000000  \n",
       "75%                  14.000000             14.000000          46.000000  \n",
       "max                  92.000000             94.000000          68.000000  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cfe642aa-4736-405b-82fe-13975b9b1f32",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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